{"work_id": 4400648397, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Symbolic computation algorithms for factoring difference operators and solving difference equations.", "model": "claude-sonnet-5-5"}
{"work_id": 2966152009, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Power electronics converter modelling; electrical engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7216832254, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Education management information system model; not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7204908987, "categories": [], "primary": null, "confidence": 0.95, "rationale": "English grammar learning study; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4391926769, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Computational thinking in vocational education; education research, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4226248671, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Supply chain performance measurement with a balanced scorecard; business/management.", "model": "claude-sonnet-5-5"}
{"work_id": 2896570120, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.45, "rationale": "Combinatorial construction of complementary sequence sets and codes via a paraunitary generator; signal-processing flavored.", "model": "claude-sonnet-5-5"}
{"work_id": 4408731690, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Conference proceedings entry on AI in education; no CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4281753644, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Multi-criteria decision-making for materials selection; engineering decision method, not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4380303543, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Power system protection and wind turbine control; electrical engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 4211201992, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Educational R&D of interactive multimedia for English reading; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4283813889, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Game-theoretic equilibria in signaling games; algorithmic game theory with calculation methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4396572044, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.6, "rationale": "Lightweight transformer with contrastive learning for fault diagnosis from multi-sensor data.", "model": "claude-sonnet-5-5"}
{"work_id": 4412353443, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Remote sensing mapping of urban villages using building footprints and nightlight imagery with RF classification.", "model": "claude-sonnet-5-5"}
{"work_id": 7219753707, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Community service teacher training in technology literacy; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2806158045, "categories": ["robotics"], "primary": "robotics", "confidence": 0.35, "rationale": "Fuzzy logic control of a gantry crane system, a control/mechatronic problem; closest category is robotics.", "model": "claude-sonnet-5-5"}
{"work_id": 2982518672, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.5, "rationale": "Proposes a wireline communication scheme encoding information in noise statistics; communication system design.", "model": "claude-sonnet-5-5"}
{"work_id": 7204116048, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Systematic review of digital educational platforms in basic education; education research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3112863481, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Multimedia teaching in physical education; education-focused, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3176660608, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Planetary/geoscience spectral unmixing of minerals; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4206870115, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education/communication essay on digital teaching; not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4409833556, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Cultural literacy infographic design; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2990710531, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control engineering of ball suspension in an air pipeline; mechanical/control, not clearly robotics or CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4386952809, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Survey study of gaming motives and well-being; user-focused social computing, weak CS fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4225947117, "categories": [], "primary": null, "confidence": 0.85, "rationale": "School library management; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3039944072, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Engineering program accreditation relevance; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4389567417, "categories": [], "primary": null, "confidence": 0.8, "rationale": "English pronunciation teaching using an app; education research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3109176755, "categories": [], "primary": null, "confidence": 0.55, "rationale": "Pure combinatorics/mathematics of Kakeya sets; no algorithmic framing.", "model": "claude-sonnet-5-5"}
{"work_id": 7128287921, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "AI tools in textile design education, student engagement; human-AI interaction, weak CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3093363583, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Educational mobile app for children; interactive system development, mostly education.", "model": "claude-sonnet-5-5"}
{"work_id": 3035934964, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Mathematical optimization theory on complementarity problems and game equilibrium; closest fit is algorithms (combinatorial optimisation and game theory), though only loosely.", "model": "claude-sonnet-5-5"}
{"work_id": 4399338544, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Radar target tracking with weighted least squares; signal processing and not clearly in any CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4388262188, "categories": [], "primary": null, "confidence": 0.45, "rationale": "Millimeter-wave radar displacement measurement is instrumentation and signal processing, not a CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 2967228095, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Survey sampling statistics estimators; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4285385149, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Education study on teacher digital competence; not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4302287363, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Social science study of a literacy activity; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4393541793, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Archaeological viewshed analysis; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4388202433, "categories": [], "primary": null, "confidence": 0.9, "rationale": "EFL teaching qualitative study; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3200409248, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Clinical neuroimaging study; no computational method contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3007072699, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.4, "rationale": "Portable device classifying heart sound with cepstral features and a supervised classifier; audio signal processing, but biomedical.", "model": "claude-sonnet-5-5"}
{"work_id": 3007925741, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Ultrasonic flowmeter measurement physics and FE simulation; instrumentation, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4387771625, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Education/psychology study of teacher candidates' stereotypes; not CS research per se.", "model": "claude-sonnet-5-5"}
{"work_id": 4297802412, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Education policy analysis, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7139130213, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Industrial engineering cycle-time modelling of AS/RS with Petri nets; operations research rather than CS focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4385550355, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Cultural/humanities analysis of a video game; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4409248967, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Sensor array sampling for magnetocardiography; instrumentation/biomedical engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4394836987, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Pure mathematics on fractional differential equations existence; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3193522400, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Preschool art curriculum education; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3098057909, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Sociological study of African virtual communities; social science, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4413096664, "categories": [], "primary": null, "confidence": 0.75, "rationale": "CSCL applied to college English teaching; education research, not CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7166265487, "categories": [], "primary": null, "confidence": 0.9, "rationale": "A course catalog entry for a capstone course; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3197510543, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education research on a dropout intervention in an online course; learning analytics but main contribution is educational, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4360976908, "categories": [], "primary": null, "confidence": 0.92, "rationale": "English-language education survey on TikTok use; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7215297435, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational development of online lessons; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4281735920, "categories": [], "primary": null, "confidence": 0.92, "rationale": "Education article on presentation competencies; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3006201666, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Vocational education R&D of a mobile learning app; the contribution is educational.", "model": "claude-sonnet-5-5"}
{"work_id": 4291313249, "categories": [], "primary": null, "confidence": 0.93, "rationale": "Literature review on distance education in Brazil; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7219459307, "categories": [], "primary": null, "confidence": 0.93, "rationale": "Survey of e-learning use in business education; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2803291160, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Web science analysis of social media user responses to health videos; social computing study.", "model": "claude-sonnet-5-5"}
{"work_id": 4236001208, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Statistics textbook chapter on time series ARMA models; not CS research per se.", "model": "claude-sonnet-5-5"}
{"work_id": 4402341510, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Expert system using Dempster-Shafer reasoning for medical diagnosis; closest is automated reasoning/expert system, weak fit.</br>", "model": "claude-sonnet-5-5"}
{"work_id": 2957642544, "categories": [], "primary": null, "confidence": 0.8, "rationale": "EFL language-learning education study, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4281729487, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Children's batik coloring book design; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4281615972, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Survey of nursing education IT readiness; education research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4415542380, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Literature review on reading literacy and communication technology; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3116015520, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Law education distance learning; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4396949355, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Device-level FinFET noise characterization at cryogenic temperature; relates to VLSI device reliability.", "model": "claude-sonnet-5-5"}
{"work_id": 3201351346, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "CMOS rectifier circuit design for RF energy harvesting; low-power VLSI design.", "model": "claude-sonnet-5-5"}
{"work_id": 2891299477, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Dielectric elastomer energy generator physics/mechatronics, not computing.", "model": "claude-sonnet-5-5"}
{"work_id": 3087361831, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Chemical engineering process control of absorption column; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3081174150, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Choosing big data processing methods for e-learning; a weak fit to big-data processing.", "model": "claude-sonnet-5-5"}
{"work_id": 3207299996, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Geophysical satellite anomaly analysis for earthquakes; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4390807490, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Editorial history of a journal; not CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3138970505, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Educational data analysis of online learning behavior; education research, not core CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3212108115, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Education survey on student projects; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4389301359, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Educational measurement with IRT on student data; education research.", "model": "claude-sonnet-5-5"}
{"work_id": 3120906435, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Demographic assessment of geolocated Twitter data for migration; social science focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4249995757, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Particle swarm metaheuristic for multi-objective microgrid scheduling.", "model": "claude-sonnet-5-5"}
{"work_id": 3159049567, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Library services survey study; library management, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3175870648, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Library science thesis on Web 2.0 communication; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7133374282, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Education study on digital competence of students; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2994564899, "categories": [], "primary": null, "confidence": 0.9, "rationale": "General article on ICT in education; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4405519900, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Media studies of Chilean telenovela industry; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4403910223, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Literature review on teacher professional development with AI; education research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4285808510, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Mobile game for language learning; an interactive system, but the abstract gives no details.", "model": "claude-sonnet-5-5"}
{"work_id": 4367555086, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Educational quasi-experiment on programming learning; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4385356940, "categories": [], "primary": null, "confidence": 0.95, "rationale": "English language teaching case study; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4377195986, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control theory for 2D Markov jump systems; engineering, not within the CS ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4413172752, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Educational study of video media and learning outcomes; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4312554546, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.55, "rationale": "Circuit design for piezoelectric energy harvesting with SC DC-DC converters; low-power VLSI/circuit design.", "model": "claude-sonnet-5-5"}
{"work_id": 2994665920, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Soil moisture sensing with fiber optics is environmental/hydrology measurement, not a CS topic.", "model": "claude-sonnet-5-5"}
{"work_id": 3184466402, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education studies on digital educational resources in Kazakhstan and Russia; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7203518940, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Session abstract on AI in higher education teaching; pedagogy and policy rather than CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4298631416, "categories": [], "primary": null, "confidence": 0.85, "rationale": "E-learning effectiveness case study in higher education management; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4402526116, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Scoping review of data and AI literacy; library and information science and education, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7169646709, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Book on organizational complexity management; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4280616584, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Education 4.0 and regional development; education policy, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4394974551, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Legal paper on criminal law and cybercrime; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7201179105, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Probabilistic stochastic-matrix model for uncertain reasoning chains, a probabilistic modelling contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3152238796, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Education/psychology study on smartphone and social-media interference with reading comprehension; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7148607934, "categories": ["robotics"], "primary": "robotics", "confidence": 0.4, "rationale": "Autonomous train alerting of vehicles at level crossings; a safety system for autonomous rail, loosely robotic/vehicle systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4387754658, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Pure mathematics on variational inequality stability in Hilbert spaces; not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 2943056810, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Nonlinear circuit dynamics of coupled oscillators; not clearly a CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4402215387, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Philosophy/humanities guide to Edgar Morin; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3036170140, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.6, "rationale": "Design and development of an e-commerce information system using the Waterfall method.", "model": "claude-sonnet-5-5"}
{"work_id": 3005366057, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Practical tips for data automation in data journalism; no clear CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3212504661, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Process sensor technology roadmap for the process industry; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7133133565, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Educational philosophy essay on AI in teaching; not technical CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3035309673, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education literature review of educational technology; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3205297713, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Editorial on standards ecosystem; not CS research in a specific category.", "model": "claude-sonnet-5-5"}
{"work_id": 3159931479, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Survey study of employees' stress and coping around after-hours instant-messaging use; social computing and user behavior, though it is largely an information-systems or management study.", "model": "claude-sonnet-5-5"}
{"work_id": 7166124027, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Urban photovoltaic potential estimation using GIS; energy research, not core computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7220147160, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Television episodic structure and curriculum; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7133386248, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Retrospective on institutional repositories network, with no abstract; library administration, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2889050697, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Mixed logical dynamical modelling and optimal scheduling of multi-energy systems; control and power engineering, not clearly in any CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4390251033, "categories": [], "primary": null, "confidence": 0.9, "rationale": "No substantive information; not identifiable as CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7215366142, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Librarians' communication role; library science, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4376526549, "categories": [], "primary": null, "confidence": 0.97, "rationale": "English teaching materials development; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4388721237, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Coordinated pricing for coupled power and transportation networks via equilibrium models; electrical and transportation engineering, not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4413905440, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Teacher training for university teachers in Algeria, including distance learning; education research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4407389586, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Optical metrology of small angles via speckle imaging; physics/optics rather than a CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4311440779, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Business management survey study on digital transformation and environmental performance; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4322706772, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Electrical machine design; electrical engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4399577834, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Language education study on WebQuest; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4294309008, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Career/profession piece with no abstract; no clear CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4387450145, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Community service training on Canva for school; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2924637482, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Qualitative communication/media study on Instagram infographics; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4388692834, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Consortium description; no research contribution in a CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4378804495, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Affective computing: personality recognition from ECG with VR emotional stimuli.", "model": "claude-sonnet-5-5"}
{"work_id": 2899278391, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "ML-based ECG fragmented QRS detection; biomedical/health informatics method.", "model": "claude-sonnet-5-5"}
{"work_id": 7215205522, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Community service training on Excel for report cards; educational ICT training, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2988437044, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Educational R&D of learning videos; not CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3217539441, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "User-centric perception study on ICT-enabled learning environment design; borderline HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 7172412385, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Pure number theory/quaternion algebra result, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4410790364, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Vocational education training base construction; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4367663421, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Engineering management quality evaluation of remanufactured products; neural net only a parameter estimator.", "model": "claude-sonnet-5-5"}
{"work_id": 4413050241, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.65, "rationale": "ML prediction of preterm birth from genetic and lifestyle data; biomedical informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 3137938609, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Knowledge management and digital libraries in education research; library science, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7215521419, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Community service introducing Scratch to schoolchildren; education activity, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2899602491, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Information systems effect on elderly adherence; health-oriented human-technology study, weak HCI fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4383695424, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Analytic number theory (L-function universality), not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 2890545363, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Mathematical ecology/epidemiology bifurcation model; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2921387549, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education survey on talent competencies; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4411385469, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Airport security organisation study, not computational research.", "model": "claude-sonnet-5-5"}
{"work_id": 4220744985, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Language education study using animation; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4385809862, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Health policy/data-sharing epidemiological study, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4405194088, "categories": ["nlp"], "primary": "nlp", "confidence": 0.5, "rationale": "Digital corpus processing and lexical analysis with NLP of historical texts.", "model": "claude-sonnet-5-5"}
{"work_id": 4406402165, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Solar plant production vs simulation software comparison; engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4235935708, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Mathematical model of nonlinear oscillations in a MEMS generator; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4410359890, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Development economics report; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4395448276, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Review of AI in education using TAM; education research, not core CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7127568039, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Student survey on digital teaching; education/public health, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3034138045, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational management scenario study in Egypt; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4381193254, "categories": [], "primary": null, "confidence": 0.98, "rationale": "Philosophy of psychology; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7220079635, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Qualitative education study of AI in language apps; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3213996293, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Optical sensor physics/instrumentation; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 2990253946, "categories": ["edge_computing", "algorithms"], "primary": "edge_computing", "confidence": 0.4, "rationale": "IoT-based evacuation system with evolutionary algorithm for deployment of information posts; IoT system plus metaheuristic.", "model": "claude-sonnet-5-5"}
{"work_id": 7203847693, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Edited volume on language education technology pedagogy; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4413000914, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Survey on teacher stress and AI literacy; psychology/education.", "model": "claude-sonnet-5-5"}
{"work_id": 2997518615, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Meta-synthesis of digital competence studies; education research.", "model": "claude-sonnet-5-5"}
{"work_id": 7221210578, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Training workshop on an online learning platform in Indonesian education; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4405738901, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Nonlinear physics of chimera states in neuron models; computational neuroscience framing but mainly physics, not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4210484898, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Manufacturing/drilling engineering; compressed sensing is incidental.", "model": "claude-sonnet-5-5"}
{"work_id": 4382986001, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Review of open access publishing fees; scholarly communication, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 2946426731, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Crowdfunding and film industry business study; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4386047869, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.4, "rationale": "ML regression on hyperspectral imaging for fat content in food; image analysis application, borderline.", "model": "claude-sonnet-5-5"}
{"work_id": 7216070232, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Editorial on ethics in nutrition science; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4387426085, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Education study on pesticide detection talent cultivation; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3168268628, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "CSCW-venue web tool for collaborative team formation using forgetting curves.", "model": "claude-sonnet-5-5"}
{"work_id": 4405513290, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Physics of synchronization transitions in adaptive simplicial complexes; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4390074168, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Management case study of manufacturing digital transformation; not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2947916735, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "Testing/assessment model for e-learning diagnostics; weakly interactive systems, mostly education.", "model": "claude-sonnet-5-5"}
{"work_id": 7213988930, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Library science/education philosophy; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3112250358, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Solar resource estimation; energy/meteorology, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7148627082, "categories": ["algorithms", "computer_vision"], "primary": "algorithms", "confidence": 0.6, "rationale": "Bio-inspired mixed-variable metaheuristic (GWO) applied to image classification and hyperspectral unmixing.", "model": "claude-sonnet-5-5"}
{"work_id": 7218427777, "categories": [], "primary": null, "confidence": 0.85, "rationale": "School library services study; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4352989561, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Information diffusion model on social networks with SIR-based modelling; closest fit is algorithmic modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 7128218809, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Language learning with messaging apps; education research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4406799739, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.35, "rationale": "Variational inequality existence theory and iterative algorithm; mathematics/optimization.", "model": "claude-sonnet-5-5"}
{"work_id": 3129513804, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Reflective essay on computing education research; not technical CS and no matching category.", "model": "claude-sonnet-5-5"}
{"work_id": 2915662082, "categories": [], "primary": null, "confidence": 0.6, "rationale": "CS education program poster; no ontology category fits.", "model": "claude-sonnet-5-5"}
{"work_id": 3006452720, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.4, "rationale": "Spatiotemporal interpolation/imputation model for geospatial data; numerical method with ELM ensemble.", "model": "claude-sonnet-5-5"}
{"work_id": 4388634849, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Qualitative study of women's social media use and agency in ICT4D; social computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4205387857, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Statistical time series analysis of climate data; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7162195214, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Random forest on small student dataset; applied educational data analysis, no clear CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 7112126402, "categories": [], "primary": null, "confidence": 0.45, "rationale": "General overview of AI use in education; no specific category.", "model": "claude-sonnet-5-5"}
{"work_id": 3212702011, "categories": [], "primary": null, "confidence": 0.55, "rationale": "Photodiode device characterization; optoelectronics, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4226049650, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Optics textbook chapter; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4409157433, "categories": [], "primary": null, "confidence": 0.55, "rationale": "Econophysics stock correlation networks; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3080490474, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Optical nondestructive testing; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4411680001, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Explores integrating AI tools into children's creative art activities; human-AI interaction in education, weakly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4312292089, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Qualitative education study of an after-school programme; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4412583047, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Educational program evaluation in primary schools; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4391250710, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Engineering education on online labs; pedagogy rather than CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2954250517, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Library system workflow session; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3129713058, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Educational technology experiment on learning strategy; not CS research proper.", "model": "claude-sonnet-5-5"}
{"work_id": 3206918036, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Quality assessment of remote sensing land products; geoscience validation, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4412965306, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.5, "rationale": "Proposes LSTM-BiLSTM model for infrastructure condition estimation from vibration signals; application of recurrent networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4415671687, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Geostatistical simulation to improve ML classification with uncertainty quantification; probabilistic methodology applied to geology.", "model": "claude-sonnet-5-5"}
{"work_id": 4404412038, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Empirical career analysis of CIOs; information systems/management, not core CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3202598135, "categories": ["computer_networks", "algorithms"], "primary": "computer_networks", "confidence": 0.6, "rationale": "Spectrum allocation in wireless networks using a bio-inspired metaheuristic optimization algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 2969566816, "categories": ["computer_architecture", "computer_networks", "cybersecurity"], "primary": "computer_architecture", "confidence": 0.55, "rationale": "FPGA OpenFlow switch architecture with built-in DDoS defence functions for SDN.", "model": "claude-sonnet-5-5"}
{"work_id": 4411949771, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.92, "rationale": "RPL routing extension for QoS in IoT low-power lossy networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4409370970, "categories": ["cybersecurity", "deep_learning_architectures"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Transformer-based intrusion detection for DDoS in 5G networks; the main contribution is security detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7117461702, "categories": ["privacy_preserving_computation", "computer_networks"], "primary": "privacy_preserving_computation", "confidence": 0.65, "rationale": "Privacy-protecting sparse data compression and collection in WSNs with perturbation and lightweight encryption.", "model": "claude-sonnet-5-5"}
{"work_id": 2890181437, "categories": ["computer_networks", "cybersecurity"], "primary": "computer_networks", "confidence": 0.55, "rationale": "Satellite telecommand link with CCSDS synchronization and anti-jamming for availability.", "model": "claude-sonnet-5-5"}
{"work_id": 4399801188, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.75, "rationale": "Outage performance analysis of fluid-antenna backscatter wireless communication.", "model": "claude-sonnet-5-5"}
{"work_id": 7162436281, "categories": ["cybersecurity", "applied_cryptography"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Offline smart lock authentication using BLE and Ed25519-signed presentations; a security system design.", "model": "claude-sonnet-5-5"}
{"work_id": 7204457438, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Zero Trust framework with ML-based malicious node detection for 6G IoT networks.", "model": "claude-sonnet-5-5"}
{"work_id": 2982187970, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.8, "rationale": "UAV-aided backhaul traffic scheduling in RAN with path planning.", "model": "claude-sonnet-5-5"}
{"work_id": 3011142689, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.85, "rationale": "5G synchronisation as a service, SDN/NFV; networking platform.", "model": "claude-sonnet-5-5"}
{"work_id": 4413557542, "categories": ["computer_networks", "robotics"], "primary": "computer_networks", "confidence": 0.6, "rationale": "Analytical latency model of DDS reliable delivery over UDP in ROS 2; networking performance modelling for robot middleware.", "model": "claude-sonnet-5-5"}
{"work_id": 2887023911, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.6, "rationale": "Broadcast transmission scheme (LDM, OFDM, LDPC) evaluated by simulation; physical-layer, closest to networking.", "model": "claude-sonnet-5-5"}
{"work_id": 7217270607, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "AI for threat detection in network security.", "model": "claude-sonnet-5-5"}
{"work_id": 4414744692, "categories": ["federated_learning", "computer_networks", "edge_computing"], "primary": "federated_learning", "confidence": 0.75, "rationale": "Learned digital over-the-air aggregation for federated edge learning with a learned decoder.", "model": "claude-sonnet-5-5"}
{"work_id": 3202853167, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.8, "rationale": "ARQ retransmission and index coding analysis for reliable broadcast.", "model": "claude-sonnet-5-5"}
{"work_id": 4400315068, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "ML-based anomaly detection for IoT network security.", "model": "claude-sonnet-5-5"}
{"work_id": 7138862310, "categories": ["reinforcement_learning", "computer_networks"], "primary": "computer_networks", "confidence": 0.6, "rationale": "Bandwidth estimation for real-time video communication using a new offline RL algorithm; deployed in Teams.", "model": "claude-sonnet-5-5"}
{"work_id": 4382248155, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.88, "rationale": "In-band telemetry and data plane programmability for network monitoring and operation.", "model": "claude-sonnet-5-5"}
{"work_id": 3137488241, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Downgrade attack analysis of WPA3 transition mode.", "model": "claude-sonnet-5-5"}
{"work_id": 4291165406, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.35, "rationale": "Mobile sensor network for air pollution monitoring; mostly environmental sensing, weak fit to networks, but sensor network framing is the closest category.", "model": "claude-sonnet-5-5"}
{"work_id": 4400276720, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.9, "rationale": "5G FR2 mobility and beamforming system-level simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4417252163, "categories": ["generative_ai", "computer_networks"], "primary": "generative_ai", "confidence": 0.6, "rationale": "Energy-based diffusion model with MH sampling for MIMO channel estimation; contribution is on the generative model, applied to wireless.", "model": "claude-sonnet-5-5"}
{"work_id": 3157147353, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.93, "rationale": "802.11 WLAN TXOP scheduling scheme for congestion.", "model": "claude-sonnet-5-5"}
{"work_id": 4402187505, "categories": ["computer_networks", "nlp"], "primary": "computer_networks", "confidence": 0.7, "rationale": "Intent-driven routing in power backbone networks using LSTM+CRF intent translation.", "model": "claude-sonnet-5-5"}
{"work_id": 7112597741, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "DNSSEC study and DNS cache poisoning MITM attack.", "model": "claude-sonnet-5-5"}
{"work_id": 3039350537, "categories": ["computer_networks", "algorithms"], "primary": "computer_networks", "confidence": 0.8, "rationale": "Buffer-aware scheduling in UAV relay sensor networks, with NP-completeness and heuristic.", "model": "claude-sonnet-5-5"}
{"work_id": 7202339439, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.65, "rationale": "ML detection of spectrum sensing data falsification attacks in cognitive radio networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4385988957, "categories": ["computer_networks", "reinforcement_learning"], "primary": "computer_networks", "confidence": 0.85, "rationale": "RL-based routing for TSN time-aware shaper scheduling.", "model": "claude-sonnet-5-5"}
{"work_id": 3160907559, "categories": ["computer_networks", "software_engineering"], "primary": "software_engineering", "confidence": 0.45, "rationale": "Systematic review of IoT architecture challenges; the abstract is truncated.", "model": "claude-sonnet-5-5"}
{"work_id": 4290991003, "categories": ["generative_ai", "computer_networks", "privacy_preserving_computation"], "primary": "generative_ai", "confidence": 0.7, "rationale": "GAN-based synthetic network trace generation with fidelity and privacy concerns, for networking tasks.", "model": "claude-sonnet-5-5"}
{"work_id": 4210382415, "categories": ["federated_learning", "distributed_computing"], "primary": "federated_learning", "confidence": 0.6, "rationale": "Coded communication reduction for distributed multi-task learning with users training locally and a server, which is federated-style learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4375957559, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.5, "rationale": "STAR-RIS covert wireless communication with beamforming optimization, framed as a wireless networking and physical-layer problem.", "model": "claude-sonnet-5-5"}
{"work_id": 4404627904, "categories": ["speech_audio", "multimodal_ai"], "primary": "speech_audio", "confidence": 0.4, "rationale": "Target signal extraction via blind source separation guided by multimodal clues, inspired by auditory attention. Applied to wireless interference cancellation.", "model": "claude-sonnet-5-5"}
{"work_id": 4389101774, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Wearable wireless breath monitoring system, i.e. wearable computing/sensing, though mostly sensor hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4416894542, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.8, "rationale": "Conceptual framework for network architecture with SDN/NFV for Internet performance.", "model": "claude-sonnet-5-5"}
{"work_id": 2775587204, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Educational survey of students' attitudes toward social networking sites; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3013810395, "categories": ["edge_computing", "reinforcement_learning", "computer_networks"], "primary": "edge_computing", "confidence": 0.8, "rationale": "Vehicular edge computing with computation offloading and data scheduling solved with deep RL.", "model": "claude-sonnet-5-5"}
{"work_id": 4386918894, "categories": ["reinforcement_learning", "computer_networks"], "primary": "computer_networks", "confidence": 0.65, "rationale": "RAN slicing resource allocation in vehicular networks using multi-agent RL (MADDPG).", "model": "claude-sonnet-5-5"}
{"work_id": 2806094603, "categories": ["ai_accelerators", "computer_networks"], "primary": "ai_accelerators", "confidence": 0.55, "rationale": "GPU acceleration of SVM training and classification, applied to network traffic classification.", "model": "claude-sonnet-5-5"}
{"work_id": 3207037104, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Survey of attacks and countermeasures in wireless sensor networks; security is the main focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4408441962, "categories": ["cybersecurity", "deep_learning_architectures"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Attention-based neural network for malicious traffic detection in IoT networks, which is intrusion detection.", "model": "claude-sonnet-5-5"}
{"work_id": 2922268566, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.7, "rationale": "Editorial on networking technologies such as SDN, SDA and SD-WAN.", "model": "claude-sonnet-5-5"}
{"work_id": 2921781262, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.88, "rationale": "Reduces duplicate requests to the SDN controller and the OpenFlow communication load.", "model": "claude-sonnet-5-5"}
{"work_id": 7107949444, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.85, "rationale": "Measurement and performance analysis of a campus Wi-Fi network.", "model": "claude-sonnet-5-5"}
{"work_id": 3176443371, "categories": ["computer_networks", "algorithms"], "primary": "computer_networks", "confidence": 0.6, "rationale": "Cache updating strategy minimizing age of information, solved as a constrained Markov decision problem; networking and caching framing.", "model": "claude-sonnet-5-5"}
{"work_id": 3115846872, "categories": ["computer_networks", "robotics"], "primary": "computer_networks", "confidence": 0.6, "rationale": "V2X data dissemination of 3D maps for GNSS positioning, with a data rate analysis of the 802.11p link.", "model": "claude-sonnet-5-5"}
{"work_id": 4381805382, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.82, "rationale": "Survey of Sybil attack countermeasures in underwater sensor networks.", "model": "claude-sonnet-5-5"}
{"work_id": 2800766972, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.88, "rationale": "Latency of OpenFlow rule changes in SDN data centre networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4410810312, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.7, "rationale": "Outage and error-rate analysis of RIS-assisted multihop wireless networks, supported by a deep learning estimator.", "model": "claude-sonnet-5-5"}
{"work_id": 7220552095, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Text mining and sentiment analysis of reviews with lexicon and LDA; classical NLP.", "model": "claude-sonnet-5-5"}
{"work_id": 4283810249, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "Span extraction and question generation for low-resource art domain; NLP task.", "model": "claude-sonnet-5-5"}
{"work_id": 2909157681, "categories": ["nlp", "information_retrieval"], "primary": "nlp", "confidence": 0.6, "rationale": "Tag embeddings and semantic similarity for folksonomies using word embeddings and LDA; text mining.", "model": "claude-sonnet-5-5"}
{"work_id": 7124304832, "categories": ["nlp"], "primary": "nlp", "confidence": 0.95, "rationale": "POS tagging comparison on a new Pashto corpus; low-resource NLP.", "model": "claude-sonnet-5-5"}
{"work_id": 4221152634, "categories": ["nlp"], "primary": "nlp", "confidence": 0.95, "rationale": "German dataset for summarization and simplification; NLP resource.", "model": "claude-sonnet-5-5"}
{"work_id": 7160969555, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Czech valency lexicon, a computational linguistics resource.", "model": "claude-sonnet-5-5"}
{"work_id": 3033351879, "categories": ["nlp", "deep_learning_architectures"], "primary": "nlp", "confidence": 0.7, "rationale": "Task-oriented dialogue with a modified transformer; dialogue task with architecture tweaks.", "model": "claude-sonnet-5-5"}
{"work_id": 4353004366, "categories": ["llm", "deep_learning_architectures"], "primary": "llm", "confidence": 0.65, "rationale": "Long-context processing by reusing pretrained LMs (SLED), evaluated on SCROLLS; efficient inference for language models.", "model": "claude-sonnet-5-5"}
{"work_id": 4399355922, "categories": ["nlp", "information_retrieval"], "primary": "nlp", "confidence": 0.6, "rationale": "Document matching for chatbots comparing distance measures and BERT; text matching.", "model": "claude-sonnet-5-5"}
{"work_id": 4399657664, "categories": ["nlp", "database_systems"], "primary": "nlp", "confidence": 0.55, "rationale": "Benchmark for entity summarization over knowledge graphs; NLP resource and evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 7167593003, "categories": ["nlp", "llm"], "primary": "nlp", "confidence": 0.6, "rationale": "Depression detection from social media text using an LLM-backbone mixture-of-experts; the task framing is text classification.", "model": "claude-sonnet-5-5"}
{"work_id": 4387323905, "categories": ["llm", "nlp"], "primary": "llm", "confidence": 0.7, "rationale": "Unified seq2seq LLM pretraining for table tasks, studied across model scales.", "model": "claude-sonnet-5-5"}
{"work_id": 7213562850, "categories": ["nlp"], "primary": "nlp", "confidence": 0.6, "rationale": "Lexical data representation model for classifying text descriptions, using ontologies and hypervector algebra.", "model": "claude-sonnet-5-5"}
{"work_id": 7166888984, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.5, "rationale": "System demo for reasoning attribution in diagram question answering; the abstract is minimal, so this is inferred from the title.", "model": "claude-sonnet-5-5"}
{"work_id": 7203972941, "categories": ["nlp"], "primary": "nlp", "confidence": 0.7, "rationale": "BERT-based Arabic fake news sentiment analysis, a text classification task.", "model": "claude-sonnet-5-5"}
{"work_id": 7166865552, "categories": ["llm", "nlp"], "primary": "llm", "confidence": 0.65, "rationale": "SemEval system comparing prompting, RAG and fine-tuning of GPT-4.1-mini for abductive event reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 7212985666, "categories": ["nlp", "llm"], "primary": "nlp", "confidence": 0.7, "rationale": "Feasibility study of LLMs for courtroom machine translation and LLM-as-a-judge evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 4414404922, "categories": ["speech_audio", "generative_ai"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Large multilingual dataset and pipeline for speech generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4377372007, "categories": ["llm", "ai_agents"], "primary": "llm", "confidence": 0.75, "rationale": "Framework in which LLMs self-correct through tool-interactive critiquing, which reduces hallucination.", "model": "claude-sonnet-5-5"}
{"work_id": 4390215039, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "CCG-based compositional semantics for questions, with a QA evaluation dataset; computational linguistics.", "model": "claude-sonnet-5-5"}
{"work_id": 2964776615, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Neural question generation from passages is a classic NLP task.", "model": "claude-sonnet-5-5"}
{"work_id": 4412888626, "categories": ["llm", "ai_agents"], "primary": "llm", "confidence": 0.7, "rationale": "Studies ToM representations in LLaMA models and uses them to align conversational responses.", "model": "claude-sonnet-5-5"}
{"work_id": 4389523964, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.8, "rationale": "Proposes a feature-based knowledge distillation method for compressing language models.", "model": "claude-sonnet-5-5"}
{"work_id": 3035035809, "categories": ["nlp", "deep_learning_architectures"], "primary": "nlp", "confidence": 0.5, "rationale": "Box embeddings for hierarchical and multi-relational knowledge such as WordNet, a representation learning problem.", "model": "claude-sonnet-5-5"}
{"work_id": 4285254984, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Ontology-based educational ecosystem for railway universities; not core computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4396653207, "categories": ["nlp", "deep_learning_architectures"], "primary": "nlp", "confidence": 0.8, "rationale": "Thesis on sentence embeddings and the role of sentence structure in neural language models.", "model": "claude-sonnet-5-5"}
{"work_id": 347871603, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Framework and guidelines for evaluating machine translation systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4417356542, "categories": ["nlp"], "primary": "nlp", "confidence": 0.8, "rationale": "Benchmarks CNNs against prompt-tuned BERT for sentiment analysis, a text classification task.", "model": "claude-sonnet-5-5"}
{"work_id": 4361006333, "categories": ["nlp"], "primary": "nlp", "confidence": 0.5, "rationale": "Genetic-algorithm feature selection with classical classifiers for text-based failure prediction, using NLP preprocessing.", "model": "claude-sonnet-5-5"}
{"work_id": 4212987749, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "Sentiment analysis of movie reviews using classical supervised ML models.", "model": "claude-sonnet-5-5"}
{"work_id": 4387389341, "categories": ["nlp"], "primary": "nlp", "confidence": 0.7, "rationale": "Text classification of Japanese interview transcripts with morpheme selection and classical ML models.", "model": "claude-sonnet-5-5"}
{"work_id": 2997143856, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "Sentiment classification with RNNs.", "model": "claude-sonnet-5-5"}
{"work_id": 4396695606, "categories": ["deep_learning_architectures", "nlp"], "primary": "deep_learning_architectures", "confidence": 0.55, "rationale": "Noise-based regularization of LSTM/BiLSTM models, evaluated on NLP tasks.", "model": "claude-sonnet-5-5"}
{"work_id": 4406975371, "categories": ["llm", "deep_learning_architectures"], "primary": "llm", "confidence": 0.75, "rationale": "Proposes a context-aware mechanism with attention modulation layers for large language models.", "model": "claude-sonnet-5-5"}
{"work_id": 4404782050, "categories": ["llm", "ai_safety"], "primary": "llm", "confidence": 0.8, "rationale": "Inference-time alignment of LLMs using value-guided decoding.", "model": "claude-sonnet-5-5"}
{"work_id": 7213318585, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "Book on sentiment analysis in NLP, covering text-based and multimodal methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4200154996, "categories": ["nlp"], "primary": "nlp", "confidence": 0.7, "rationale": "Sentiment and topic classification of COVID-19 news articles (text mining).", "model": "claude-sonnet-5-5"}
{"work_id": 4225411551, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "SemEval structured sentiment analysis with a BART-based generative approach.", "model": "claude-sonnet-5-5"}
{"work_id": 4403127614, "categories": ["nlp"], "primary": "nlp", "confidence": 0.65, "rationale": "E-commerce customer service chatbot built with NLP and ML (dialogue).", "model": "claude-sonnet-5-5"}
{"work_id": 2971319154, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Grammatical error correction with synthetic erroneous data generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4226489197, "categories": ["nlp"], "primary": "nlp", "confidence": 0.93, "rationale": "Low-resource named entity recognition with a dual learning framework is a classical NLP information extraction task.", "model": "claude-sonnet-5-5"}
{"work_id": 4285298945, "categories": ["nlp"], "primary": "nlp", "confidence": 0.92, "rationale": "Abusive comment detection in Tamil is low-resource text classification.", "model": "claude-sonnet-5-5"}
{"work_id": 4399923297, "categories": ["nlp", "hci"], "primary": "nlp", "confidence": 0.5, "rationale": "Chatbot implementation using NLP, with personality-based interaction and user experience evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 4213262540, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Sentiment analysis and topic modeling of English and Tamil tweets.", "model": "claude-sonnet-5-5"}
{"work_id": 4405737917, "categories": ["nlp"], "primary": "nlp", "confidence": 0.92, "rationale": "Naive Bayes sentiment classification of Indonesian tweets.", "model": "claude-sonnet-5-5"}
{"work_id": 7169949244, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Abstract gives only the degree programme, so the paper's contribution cannot be judged and it cannot be placed in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 7217753392, "categories": ["nlp", "deep_learning_architectures"], "primary": "nlp", "confidence": 0.6, "rationale": "Review of embedding fusion methods for NLP and ML, including neural network-based fusion.", "model": "claude-sonnet-5-5"}
{"work_id": 4400512809, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Sentiment and emotion analysis of Indonesian X data using supervised ML.", "model": "claude-sonnet-5-5"}
{"work_id": 7204475324, "categories": ["hci"], "primary": "hci", "confidence": 0.75, "rationale": "Qualitative interview study of how students use AI tools, a user study of human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4408546512, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Automatic document summarisation using a recurrent neural network.", "model": "claude-sonnet-5-5"}
{"work_id": 2964302064, "categories": ["hci", "computational_biology"], "primary": "hci", "confidence": 0.4, "rationale": "EEG/MEG fusion for motor imagery BCI classification; BCI sits closest to HCI, with a biomedical signal-processing angle.", "model": "claude-sonnet-5-5"}
{"work_id": 2946097570, "categories": ["hci"], "primary": "hci", "confidence": 0.85, "rationale": "User-centered requirements elicitation for learning analytics dashboards with stakeholders.", "model": "claude-sonnet-5-5"}
{"work_id": 3127843396, "categories": ["hci"], "primary": "hci", "confidence": 0.85, "rationale": "Interaction model for mixed-reality interactive narrative experiences.", "model": "claude-sonnet-5-5"}
{"work_id": 7140640315, "categories": ["computer_vision", "multimodal_ai", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Action recognition using multimodal fusion and adaptive graph convolution, with a VQ-VAE for missing data.", "model": "claude-sonnet-5-5"}
{"work_id": 7131851078, "categories": ["hci", "ai_safety"], "primary": "hci", "confidence": 0.5, "rationale": "AI-enabled PE learning framework with holographic display, gamification and XAI feedback; mainly an interactive system.", "model": "claude-sonnet-5-5"}
{"work_id": 3196036446, "categories": ["hci"], "primary": "hci", "confidence": 0.9, "rationale": "Assets-based design of socio-technical systems with a vulnerable community; social computing and design.", "model": "claude-sonnet-5-5"}
{"work_id": 2948072807, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Microwave circuit design (phase shifter) is electrical engineering and falls outside the ontology categories.", "model": "claude-sonnet-5-5"}
{"work_id": 3039601072, "categories": ["hci"], "primary": "hci", "confidence": 0.92, "rationale": "Field study on audio-mediated reminiscence for blind people; accessibility and interaction design.", "model": "claude-sonnet-5-5"}
{"work_id": 7171785185, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Clinical systematic review of eye-tracking in infants, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4312560958, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "AR-based educational media development and evaluation with students; AR user-focused application.", "model": "claude-sonnet-5-5"}
{"work_id": 4403160367, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.5, "rationale": "Exploratory agent used to evaluate procedurally generated game levels; agent-based AI-driven game design evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 4312735085, "categories": ["hci"], "primary": "hci", "confidence": 0.9, "rationale": "New method for evaluating long-term user experience with children, a user study in HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 7135288805, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Sociolinguistic study of Facebook's effect on Algerian youth writing; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4412960450, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Survey of vocational students' perceptions of augmented reality technology; AR user perception study.", "model": "claude-sonnet-5-5"}
{"work_id": 7220333334, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Design criteria for e-commerce sites; business/web design commentary without clear CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4409620177, "categories": [], "primary": null, "confidence": 0.7, "rationale": "English-language education survey of a teaching platform; educational research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7203798403, "categories": ["hci"], "primary": "hci", "confidence": 0.92, "rationale": "Conceptual framework on UX challenges in VR training systems: usability, comfort, presence.", "model": "claude-sonnet-5-5"}
{"work_id": 2980067317, "categories": [], "primary": null, "confidence": 0.4, "rationale": "BCI motor imagery classification using signal features and SVM; biomedical signal processing, with no ontology category as its main contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3166564139, "categories": [], "primary": null, "confidence": 0.45, "rationale": "Routine web-based information system implementation for a university department; no clear research contribution in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4413023786, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Systematic review of design principles and outcomes for mobile learning apps; interaction design focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4317438351, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "VR educational game; abstract is empty but the title indicates a VR application for learning, so HCI/VR.", "model": "claude-sonnet-5-5"}
{"work_id": 4403626708, "categories": ["hci"], "primary": "hci", "confidence": 0.55, "rationale": "Review of AR's effects on consumer behavior with a conceptual model; borderline for CS, closest to XR/HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 2951084085, "categories": ["distributed_computing", "computational_biology"], "primary": "distributed_computing", "confidence": 0.5, "rationale": "PDkit data toolkit for Parkinson's sensor data, scaled with Apache Beam dataflow stream processing; combines scalable dataflow processing with health informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 7131915600, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.8, "rationale": "UI modernization with frameworks and microservices using an agile methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 4417220792, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Critical analysis of interdisciplinary research culture between HCI/interaction design and behavioural science for behaviour change design.", "model": "claude-sonnet-5-5"}
{"work_id": 7198871956, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Qualitative sociolinguistic study of language use on WhatsApp; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7202300623, "categories": ["hci"], "primary": "hci", "confidence": 0.85, "rationale": "Immersive VR data visualization design space with prototypes and a user study.", "model": "claude-sonnet-5-5"}
{"work_id": 2790900283, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Framework for virtual cognitive experiments using immersive VR and EEG to study user cognition in virtual geographic environments.", "model": "claude-sonnet-5-5"}
{"work_id": 4221152344, "categories": ["hci", "ai_safety"], "primary": "hci", "confidence": 0.8, "rationale": "Large-scale user study of human-AI teamwork in hiring, examining model bias transfer to human decisions.", "model": "claude-sonnet-5-5"}
{"work_id": 7119905577, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Questionnaire study of presence, immersion and satisfaction in MR cultural tourism; user experience of XR.", "model": "claude-sonnet-5-5"}
{"work_id": 4405928278, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Systematic literature review of metaverse research in business; the metaverse is an XR/HCI topic and the venue is an HCI journal.", "model": "claude-sonnet-5-5"}
{"work_id": 3186159243, "categories": ["hci"], "primary": "hci", "confidence": 0.55, "rationale": "Pilot study of VR for teaching in schools, covering user experience and learning with immersive technology.", "model": "claude-sonnet-5-5"}
{"work_id": 7112876774, "categories": ["hci"], "primary": "hci", "confidence": 0.7, "rationale": "Study of XR headsets for code-tracing lessons using eye gaze and motivation questionnaires; a user study of immersive interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4225091482, "categories": ["hci"], "primary": "hci", "confidence": 0.92, "rationale": "CHI paper on an open-ended sensor kit for self-tracking, a personal informatics and ubiquitous computing study.", "model": "claude-sonnet-5-5"}
{"work_id": 2911964379, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Game-theoretic incentive algorithms for crowdsourcing quality control based on zero-determinant strategies; algorithmic game theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4285312412, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Media and cultural studies essay on TikTok videos; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4413901110, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Educational survey of student perceptions of AI in language classes; pedagogy rather than computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7123361757, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Experiment on emotional responses to 360\u00b0 VR video, covering VR and affective responses.", "model": "claude-sonnet-5-5"}
{"work_id": 3216674623, "categories": ["hci"], "primary": "hci", "confidence": 0.88, "rationale": "Wearable assistive communication device prototype for deaf-blind users; accessibility and wearable computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7161768941, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Sociolinguistic analysis of address terms on Twitter/X; linguistics rather than computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4413188996, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education essay on digital divide and teacher training; not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3189825209, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Human-centered and critical design case study on communicating user insights for smart home products; design research within HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 4400638471, "categories": ["hci"], "primary": "hci", "confidence": 0.55, "rationale": "User-centered design guide for low-tech artefacts presented at a cognitive ergonomics conference; HCI design.", "model": "claude-sonnet-5-5"}
{"work_id": 3138774926, "categories": ["hci"], "primary": "hci", "confidence": 0.85, "rationale": "Empirical user study of eye, mouse and scroll behavior in web browsing.", "model": "claude-sonnet-5-5"}
{"work_id": 7216627434, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Community service training on AR learning media for math teachers; education-focused, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4400230898, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Wireless intracortical BCI chip/system with on-chip spike detection and compression, an embedded circuit design paper at ISCAS.", "model": "claude-sonnet-5-5"}
{"work_id": 7124922965, "categories": ["hci"], "primary": "hci", "confidence": 0.92, "rationale": "Position paper on annotation interaction techniques in tactile graphics for blind users; accessibility.", "model": "claude-sonnet-5-5"}
{"work_id": 4200159390, "categories": ["hci"], "primary": "hci", "confidence": 0.45, "rationale": "Overview of systematic reviews on digital mental-health interventions; borderline, closest to HCI and health technology.", "model": "claude-sonnet-5-5"}
{"work_id": 7125427419, "categories": ["hci"], "primary": "hci", "confidence": 0.88, "rationale": "Thematic review and framework for incentive design in human-AI decision-making studies.", "model": "claude-sonnet-5-5"}
{"work_id": 7132825323, "categories": ["hci"], "primary": "hci", "confidence": 0.7, "rationale": "Survey experiment on digital human likeness, uncanny valley and purchase intention; human-AI interaction and affective responses.", "model": "claude-sonnet-5-5"}
{"work_id": 7117881138, "categories": ["federated_learning", "computer_vision"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Adaptive weight aggregation in FL for multi-institution polyp segmentation; FL method plus medical image segmentation.", "model": "claude-sonnet-5-5"}
{"work_id": 4317566642, "categories": ["privacy_preserving_computation", "ml_theory"], "primary": "privacy_preserving_computation", "confidence": 0.65, "rationale": "Density estimation for generating disclosure-protected synthetic micro-data; statistical method with a privacy goal.", "model": "claude-sonnet-5-5"}
{"work_id": 4388516975, "categories": ["privacy_preserving_computation", "computer_vision"], "primary": "privacy_preserving_computation", "confidence": 0.75, "rationale": "Homomorphic encryption of CT images combined with deep learning classification for private lung cancer diagnosis.", "model": "claude-sonnet-5-5"}
{"work_id": 7110219066, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.9, "rationale": "New noise distribution for smooth-sensitivity differential privacy mechanisms.", "model": "claude-sonnet-5-5"}
{"work_id": 7123282485, "categories": ["privacy_preserving_computation", "ai_safety", "ai_agents"], "primary": "privacy_preserving_computation", "confidence": 0.7, "rationale": "LLM agents re-identify interview participants, a deanonymization attack on released data, with misuse and mitigation implications.", "model": "claude-sonnet-5-5"}
{"work_id": 4313598458, "categories": ["privacy_preserving_computation", "ml_theory"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "Causal inference from locally differentially private data, with minimax optimality results.", "model": "claude-sonnet-5-5"}
{"work_id": 4360995097, "categories": ["federated_learning", "privacy_preserving_computation"], "primary": "federated_learning", "confidence": 0.88, "rationale": "Gradient inversion attack on federated learning that recovers private inputs.", "model": "claude-sonnet-5-5"}
{"work_id": 7171902819, "categories": ["privacy_preserving_computation", "hci"], "primary": "privacy_preserving_computation", "confidence": 0.7, "rationale": "Differential privacy for EEG community sensing, with noise induced at acquisition by RF signals.", "model": "claude-sonnet-5-5"}
{"work_id": 4405184264, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.85, "rationale": "Theoretical privacy-utility analysis of re-identification risk in the Topics API.", "model": "claude-sonnet-5-5"}
{"work_id": 4404037745, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.85, "rationale": "Symmetric private information retrieval over a noisy channel with colluding servers, an information-theoretic analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 3139240920, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.9, "rationale": "K-anonymity data anonymization proof of concept.", "model": "claude-sonnet-5-5"}
{"work_id": 4226227596, "categories": ["cybersecurity", "privacy_preserving_computation"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "ML-based privacy scoring of Android apps from permissions; mobile security.", "model": "claude-sonnet-5-5"}
{"work_id": 4318812474, "categories": ["privacy_preserving_computation", "deep_learning_architectures", "federated_learning"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Patch shuffling on transformers to protect data in split learning, with formal privacy guarantees and defenses against attacks.", "model": "claude-sonnet-5-5"}
{"work_id": 4411949626, "categories": ["federated_learning", "edge_computing"], "primary": "federated_learning", "confidence": 0.88, "rationale": "Prototype-based FL under domain heterogeneity on edge devices.", "model": "claude-sonnet-5-5"}
{"work_id": 7214618239, "categories": ["cybersecurity", "llm"], "primary": "cybersecurity", "confidence": 0.5, "rationale": "Adversarial fraud transaction generation with LLMs to benchmark fraud detection and catastrophic forgetting.", "model": "claude-sonnet-5-5"}
{"work_id": 4405710613, "categories": ["privacy_preserving_computation", "deep_learning_architectures"], "primary": "privacy_preserving_computation", "confidence": 0.4, "rationale": "Book on graph learning with emphasis on privacy preservation.", "model": "claude-sonnet-5-5"}
{"work_id": 7165521315, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Optimal mechanism design for data brokers selling market segmentation; algorithmic game theory.", "model": "claude-sonnet-5-5"}
{"work_id": 3137146239, "categories": ["privacy_preserving_computation", "computer_networks"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Secret-sharing-based identity broadcast for BLE contact tracing to reduce privacy exposure.", "model": "claude-sonnet-5-5"}
{"work_id": 2971047472, "categories": ["privacy_preserving_computation", "computational_complexity", "formal_verification"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Differential privacy distances on labelled Markov chains, with complexity results and bisimulation distances.", "model": "claude-sonnet-5-5"}
{"work_id": 7168322783, "categories": ["federated_learning", "edge_computing"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Federated few-shot learning for IoMT AFib detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4393952232, "categories": ["privacy_preserving_computation", "robotics"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "System using secure two-party computation to protect citizen location privacy around delivery drones.", "model": "claude-sonnet-5-5"}
{"work_id": 7133196926, "categories": ["privacy_preserving_computation", "deep_learning_architectures"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "Differentially private training algorithms preserving gradient sparsity for large embedding models.", "model": "claude-sonnet-5-5"}
{"work_id": 2899391355, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Empirical study of GDPR data portability requests; privacy regulation.", "model": "claude-sonnet-5-5"}
{"work_id": 2945715100, "categories": ["privacy_preserving_computation", "edge_computing"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Privacy system for smart service/IoT platforms limiting disclosed private information.", "model": "claude-sonnet-5-5"}
{"work_id": 2886835905, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.75, "rationale": "Hash-based attribute anonymization scheme for location privacy in LBS continuous queries.", "model": "claude-sonnet-5-5"}
{"work_id": 7125647931, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Economics/public administration discussion of AI use, not clear CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3093013316, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.4, "rationale": "Legal analysis of privacy and public health law conflicts; weak CS content, privacy regulation.", "model": "claude-sonnet-5-5"}
{"work_id": 3012891874, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Graph-based statistical analysis of identity attributes and identity theft risk.", "model": "claude-sonnet-5-5"}
{"work_id": 3004671875, "categories": ["privacy_preserving_computation", "cybersecurity"], "primary": "privacy_preserving_computation", "confidence": 0.7, "rationale": "Location privacy attack on geosocial networks inferring user locations.", "model": "claude-sonnet-5-5"}
{"work_id": 2998582260, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.7, "rationale": "Mimic learning shares student model instead of sensitive health data to preserve privacy.", "model": "claude-sonnet-5-5"}
{"work_id": 4415149235, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.35, "rationale": "ML-based classification of GPS and check-in location data; spatial data mining with a privacy motivation, but not a clear fit to any category.", "model": "claude-sonnet-5-5"}
{"work_id": 3217252216, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.85, "rationale": "Synthesis of Gaussian privacy mechanisms that minimize mutual information against inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4401845216, "categories": ["federated_learning", "cybersecurity"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Review of privacy and security of federated learning in UAV systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4403764267, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Healthcare data privacy protection and countermeasures against data leakage.", "model": "claude-sonnet-5-5"}
{"work_id": 7155107746, "categories": ["privacy_preserving_computation", "generative_ai"], "primary": "privacy_preserving_computation", "confidence": 0.5, "rationale": "Selecting synthetic data for transmission in distributed settings, using optimal control; synthetic data as a privacy tool.", "model": "claude-sonnet-5-5"}
{"work_id": 4382045981, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Studies business resilience under GDPR regulation, which falls under privacy regulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4388951965, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Social network analysis of the PGP web of trust, concerning key trust and authentication.", "model": "claude-sonnet-5-5"}
{"work_id": 4386204720, "categories": ["privacy_preserving_computation", "software_engineering"], "primary": "privacy_preserving_computation", "confidence": 0.7, "rationale": "Log redaction of sensitive information using source code analysis and data flow, for software diagnosis.", "model": "claude-sonnet-5-5"}
{"work_id": 7165783687, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Survey study of user trust, privacy concerns and purchase intention toward GenAI-personalized advertising; human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 7123336800, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.9, "rationale": "New exponential mechanism formulation for differential privacy that incorporates priors.", "model": "claude-sonnet-5-5"}
{"work_id": 2904199664, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.75, "rationale": "Anonymizing co-owned photos in social networks to limit privacy loss is a privacy-engineering contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4416037029, "categories": ["federated_learning", "llm"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Personalized federated LoRA fine-tuning of LLMs, with aggregation weights optimized by hierarchical Bayesian optimization.", "model": "claude-sonnet-5-5"}
{"work_id": 2952484830, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "(k,p)-anonymity algorithm for sanitizing transactional databases.", "model": "claude-sonnet-5-5"}
{"work_id": 3204605723, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.35, "rationale": "Agent-based simulation of pandemic response using wearables with privacy-preserving contact chains; privacy is only part of the framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4405979621, "categories": ["cybersecurity", "privacy_preserving_computation"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "Cancelable biometric template generation protects biometric authentication and privacy; this falls under biometric security and template protection.", "model": "claude-sonnet-5-5"}
{"work_id": 4385248498, "categories": ["hci", "privacy_preserving_computation"], "primary": "hci", "confidence": 0.7, "rationale": "Consumer behavior study of privacy concerns and resistance to voice assistants, framed through HCI theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4412164648, "categories": ["federated_learning", "privacy_preserving_computation"], "primary": "federated_learning", "confidence": 0.9, "rationale": "Client selection in federated learning under personalized differential privacy budgets.", "model": "claude-sonnet-5-5"}
{"work_id": 2786217712, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.5, "rationale": "Covers the legislative history of encryption and privacy regulation (GDPR, UNHRC), which falls under privacy regulation.", "model": "claude-sonnet-5-5"}
{"work_id": 7118160301, "categories": ["federated_learning", "privacy_preserving_computation", "ai_safety"], "primary": "federated_learning", "confidence": 0.8, "rationale": "Privacy-preserving federated evaluation and statistical testing of cross-client performance fairness for FL models.", "model": "claude-sonnet-5-5"}
{"work_id": 4386192152, "categories": [], "primary": null, "confidence": 0.5, "rationale": "A rule-based expert system for chicken disease diagnosis using forward chaining is an applied system with no clear fit to an ontology category.", "model": "claude-sonnet-5-5"}
{"work_id": 4405359480, "categories": ["blockchain", "cybersecurity"], "primary": "blockchain", "confidence": 0.8, "rationale": "Blockchain smart-contract access control for IoT data sharing.", "model": "claude-sonnet-5-5"}
{"work_id": 3011050248, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.4, "rationale": "ML on cheap sensors to detect IoT device co-location; IoT sensing system with weak fit to categories.", "model": "claude-sonnet-5-5"}
{"work_id": 2900068116, "categories": ["computer_networks", "algorithms"], "primary": "computer_networks", "confidence": 0.55, "rationale": "Participant selection in mobile crowdsensing with energy-efficient transmission, formulated as a CMDP.", "model": "claude-sonnet-5-5"}
{"work_id": 3090747742, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Manufacturing reliability modelling; mostly industrial engineering, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4214663994, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.3, "rationale": "Wearable sensor data fusion for medical IoT using ML; weak fit and a retraction notice.", "model": "claude-sonnet-5-5"}
{"work_id": 3163035554, "categories": ["edge_computing", "algorithms"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Task offloading and scheduling in wireless-powered MEC using a swarm metaheuristic.", "model": "claude-sonnet-5-5"}
{"work_id": 7117133120, "categories": ["reinforcement_learning", "federated_learning"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Federated transfer PPO for home energy management.", "model": "claude-sonnet-5-5"}
{"work_id": 3211844447, "categories": ["edge_computing", "computer_networks"], "primary": "edge_computing", "confidence": 0.5, "rationale": "Software-defined smart factory fire protection spanning cloud/fog/edge with runtime reconfiguration.", "model": "claude-sonnet-5-5"}
{"work_id": 4410068037, "categories": ["cybersecurity", "hci"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Survey study of IoT security awareness among students; human factors of security.", "model": "claude-sonnet-5-5"}
{"work_id": 4413558883, "categories": ["applied_cryptography", "edge_computing"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Lightweight CP-ABE with cooperative computation offloading for constrained IoT devices.", "model": "claude-sonnet-5-5"}
{"work_id": 4383427890, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.6, "rationale": "mmWave positioning with AoA estimation error analysis for IoT; wireless networking/localization framing.", "model": "claude-sonnet-5-5"}
{"work_id": 7126134868, "categories": ["reinforcement_learning", "cybersecurity", "ai_safety"], "primary": "reinforcement_learning", "confidence": 0.55, "rationale": "Multi-agent actor-critic with Markov games for malware defense, plus SHAP explainability.", "model": "claude-sonnet-5-5"}
{"work_id": 4389319530, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Conference preface with no research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3007216950, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Persian general popular overview of IoT with no clear research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 3025242379, "categories": ["algorithms", "computer_networks"], "primary": "algorithms", "confidence": 0.55, "rationale": "Online reverse-auction incentive mechanisms with provable properties for mobile crowdsensing; algorithmic game theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4385153790, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Agricultural pest counting with a sensor testbed and standard ML; main contribution is not clearly CS research in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 4281393175, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.9, "rationale": "Computation offloading and resource allocation in MEC, optimized with a metaheuristic.", "model": "claude-sonnet-5-5"}
{"work_id": 4312555758, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Wearable IoT remote monitoring system for patient prehabilitation; ubiquitous and wearable computing application.", "model": "claude-sonnet-5-5"}
{"work_id": 3096106062, "categories": ["edge_computing", "deep_learning_architectures"], "primary": "edge_computing", "confidence": 0.8, "rationale": "On-device TinyML for embedded and IoT units, using pruning and approximation.", "model": "claude-sonnet-5-5"}
{"work_id": 3199685485, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.7, "rationale": "Low-power sensor readout interface circuit with a switching regulator for IoT; analog and VLSI design.", "model": "claude-sonnet-5-5"}
{"work_id": 3216809321, "categories": ["applied_cryptography", "cloud_computing"], "primary": "applied_cryptography", "confidence": 0.6, "rationale": "Proposes an advanced RC6 encryption algorithm to secure sensitive IoT data in a private cloud.", "model": "claude-sonnet-5-5"}
{"work_id": 4401883192, "categories": [], "primary": null, "confidence": 0.4, "rationale": "General overview chapter on ML in IoT with no clear core contribution in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 4390284844, "categories": ["edge_computing", "blockchain", "federated_learning"], "primary": "edge_computing", "confidence": 0.8, "rationale": "Resource allocation for blockchain-based federated learning on MEC servers, with offloading and optimisation.", "model": "claude-sonnet-5-5"}
{"work_id": 4400095687, "categories": ["edge_computing", "blockchain", "cloud_computing"], "primary": "edge_computing", "confidence": 0.55, "rationale": "Architecture combining cloud, fog, edge and blockchain for SDG data governance.", "model": "claude-sonnet-5-5"}
{"work_id": 3176753072, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Survey of IoT security requirements, architecture and challenges.", "model": "claude-sonnet-5-5"}
{"work_id": 3184417063, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Contactless load monitoring via modality distillation with an oracle-apprentice network; this is sensing plus knowledge distillation.", "model": "claude-sonnet-5-5"}
{"work_id": 4390905002, "categories": ["edge_computing", "algorithms"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Joint model deployment and task offloading in vehicular edge computing, with an NP-hardness proof and an approximation algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 7156021111, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Soil moisture prediction with a swarm-optimised SVM on IoT agricultural data is an application with weak CS category fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4399525972, "categories": ["edge_computing", "deep_learning_architectures", "reinforcement_learning"], "primary": "edge_computing", "confidence": 0.8, "rationale": "End-edge collaborative inference with model partitioning and offloading, using DRL and a fuzzy neural network structure.", "model": "claude-sonnet-5-5"}
{"work_id": 2886809270, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.8, "rationale": "Lightweight stream-cipher-based scheme with dynamic keys and mutual authentication for IoT.", "model": "claude-sonnet-5-5"}
{"work_id": 4289520433, "categories": ["edge_computing", "reinforcement_learning"], "primary": "edge_computing", "confidence": 0.88, "rationale": "Dependency-aware task offloading in vehicular edge computing using a DDPG reinforcement learning algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 4367394805, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.4, "rationale": "Architectural overview of an IoT-based smart healthcare system; IoT platform as a computing substrate, weak fit.", "model": "claude-sonnet-5-5"}
{"work_id": 7164347165, "categories": ["federated_learning", "sustainable_computing", "edge_computing"], "primary": "federated_learning", "confidence": 0.8, "rationale": "Energy-aware federated learning framework for edge devices aiming at green computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4378364725, "categories": ["blockchain", "cybersecurity"], "primary": "blockchain", "confidence": 0.6, "rationale": "Literature review on integrating blockchain with IoT for security.", "model": "claude-sonnet-5-5"}
{"work_id": 4411194662, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Control-theoretic MPC for cyber-physical systems under DoS attacks; fits no category clearly.", "model": "claude-sonnet-5-5"}
{"work_id": 4411000650, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.45, "rationale": "Chapter on IoT sensor data and deep learning for early warning systems, with scalability and edge deployment considerations.", "model": "claude-sonnet-5-5"}
{"work_id": 3047548318, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Survey of fog computing in the IoT environment: architecture, advantages and applications.", "model": "claude-sonnet-5-5"}
{"work_id": 4281719112, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Electronic nose gas sensor hardware prototype; sensing hardware not in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 4410347576, "categories": ["edge_computing", "reinforcement_learning"], "primary": "edge_computing", "confidence": 0.88, "rationale": "Deep Q-learning-based dynamic task offloading and resource management in fog computing.", "model": "claude-sonnet-5-5"}
{"work_id": 3097229291, "categories": ["reinforcement_learning", "edge_computing"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "Novel Fisher-information reward function for deep RL sensing policies on energy-constrained IoT devices.", "model": "claude-sonnet-5-5"}
{"work_id": 4410459414, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Survey of predictive maintenance in Industry 4.0; an industrial engineering topic with no clear CS category as its main contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 2902217519, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.92, "rationale": "Security evaluation of smart home platforms: access control flaws and privilege escalation.", "model": "claude-sonnet-5-5"}
{"work_id": 4416583070, "categories": ["edge_computing", "privacy_preserving_computation", "federated_learning"], "primary": "edge_computing", "confidence": 0.6, "rationale": "Edge healthcare monitoring framework with privacy-preserving encryption and federated learning.", "model": "claude-sonnet-5-5"}
{"work_id": 2918201812, "categories": ["edge_computing", "ml_theory"], "primary": "edge_computing", "confidence": 0.55, "rationale": "Location prediction with a factor graph model applied to service migration in mobile edge computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4294691681, "categories": ["edge_computing", "deep_learning_architectures"], "primary": "edge_computing", "confidence": 0.65, "rationale": "Lightweight STFT CNN for ECG classification, quantized and pruned and deployed on an edge device.", "model": "claude-sonnet-5-5"}
{"work_id": 4415397548, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.45, "rationale": "Systematic review of generative AI and IoT in precision agriculture.", "model": "claude-sonnet-5-5"}
{"work_id": 4409047392, "categories": ["cybersecurity", "applied_cryptography"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "IoT authentication and data protection using RSA, AES and ECC with variable key sizes.", "model": "claude-sonnet-5-5"}
{"work_id": 4379398101, "categories": ["edge_computing", "algorithms"], "primary": "edge_computing", "confidence": 0.75, "rationale": "Fog-cloud workload allocation optimizing power and delay via PSO and branch-and-bound.", "model": "claude-sonnet-5-5"}
{"work_id": 7123925437, "categories": ["edge_computing", "algorithms"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Metaheuristic priority-driven task allocation in vehicular edge computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4413824611, "categories": ["edge_computing", "cybersecurity"], "primary": "edge_computing", "confidence": 0.6, "rationale": "Fog-based secure healthcare data management with edge encryption and access control over 5G.", "model": "claude-sonnet-5-5"}
{"work_id": 4377038089, "categories": ["computer_vision", "cybersecurity"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Survey of face morph attack detection in images; biometric image analysis and security.", "model": "claude-sonnet-5-5"}
{"work_id": 4362518865, "categories": ["cybersecurity", "reinforcement_learning"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "RL-based black-box adversarial attack against SQL injection detectors/WAFs.", "model": "claude-sonnet-5-5"}
{"work_id": 4401110449, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "GAN-based phishing detection; security application.", "model": "claude-sonnet-5-5"}
{"work_id": 3090172217, "categories": ["cybersecurity", "applied_cryptography", "cloud_computing"], "primary": "cloud_computing", "confidence": 0.5, "rationale": "Cloud data confidentiality survey proposing hybrid ABE/IBE re-encryption scheme.", "model": "claude-sonnet-5-5"}
{"work_id": 7171536369, "categories": ["ai_safety", "llm"], "primary": "ai_safety", "confidence": 0.9, "rationale": "Defends LLM safety alignment against neuron-pruning attacks.", "model": "claude-sonnet-5-5"}
{"work_id": 2952116314, "categories": ["cybersecurity", "blockchain"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Empirical study of DDoS impact on a cryptocurrency exchange.", "model": "claude-sonnet-5-5"}
{"work_id": 3197514244, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.88, "rationale": "Honeypot design for microservices to collect attack data.", "model": "claude-sonnet-5-5"}
{"work_id": 7219206452, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.4, "rationale": "Socio-legal analysis of cyber crimes in India; only loosely computing-related.", "model": "claude-sonnet-5-5"}
{"work_id": 3167654854, "categories": ["nlp", "cybersecurity"], "primary": "nlp", "confidence": 0.5, "rationale": "ML model detecting fraudulent used-goods posts using text features.", "model": "claude-sonnet-5-5"}
{"work_id": 3044959568, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Survey study on human factors in information security policy compliance.", "model": "claude-sonnet-5-5"}
{"work_id": 2944025354, "categories": ["applied_cryptography", "cloud_computing"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Key sharing and management scheme combining Diffie-Hellman, ECC and OTP for homomorphic encryption in cloud.", "model": "claude-sonnet-5-5"}
{"work_id": 4390504465, "categories": ["cybersecurity", "deep_learning_architectures"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "EEG motor-imagery biometric authentication using a hybrid pretrained CNN plus classical classifier.", "model": "claude-sonnet-5-5"}
{"work_id": 3031484172, "categories": ["hci", "cybersecurity"], "primary": "hci", "confidence": 0.8, "rationale": "Mixed-methods user study of smart home device sharing and access control needs.", "model": "claude-sonnet-5-5"}
{"work_id": 7170084806, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Continuous behavior-based user authentication using an autoencoder and PSO.", "model": "claude-sonnet-5-5"}
{"work_id": 4200300237, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "News report of a data breach at T-Mobile.", "model": "claude-sonnet-5-5"}
{"work_id": 7154943096, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.9, "rationale": "ML-based phishing URL detection with a Random Forest.", "model": "claude-sonnet-5-5"}
{"work_id": 4412549228, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.75, "rationale": "Chaotic image encryption combined with hash-LSB steganography.", "model": "claude-sonnet-5-5"}
{"work_id": 4392971839, "categories": ["llm", "generative_ai", "reinforcement_learning", "ai_safety"], "primary": "llm", "confidence": 0.75, "rationale": "Model-level watermarking of LLM text trained via RL co-training of detector and LLM to track misuse.", "model": "claude-sonnet-5-5"}
{"work_id": 7167720828, "categories": ["privacy_preserving_computation", "cybersecurity"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Security framework for privacy and data protection in outsourced data, with key generation, masking, access control and compliance.", "model": "claude-sonnet-5-5"}
{"work_id": 4416409576, "categories": ["generative_ai", "multimodal_ai"], "primary": "generative_ai", "confidence": 0.75, "rationale": "Multimodal deepfake and fake news detection combining text, image and audio.", "model": "claude-sonnet-5-5"}
{"work_id": 7214148734, "categories": ["cybersecurity", "ai_safety"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Black-box adversarial evasion attack on MalConv malware detector using memetic algorithm; malware/security of AI systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4285320914, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.9, "rationale": "Digital forensics tools for information security.", "model": "claude-sonnet-5-5"}
{"work_id": 7171969272, "categories": ["generative_ai", "computer_vision", "cybersecurity"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Deepfake image detection with hybrid VGG16-CNN; AI-generated content detection, also vision and security.", "model": "claude-sonnet-5-5"}
{"work_id": 3083517685, "categories": ["cybersecurity", "hci", "privacy_preserving_computation"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Usable, privacy-preserving, fraud-resistant digital identity for smartphones; authentication, usability, privacy.", "model": "claude-sonnet-5-5"}
{"work_id": 4298144048, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.92, "rationale": "Comparison of web vulnerability scanners for penetration testing.", "model": "claude-sonnet-5-5"}
{"work_id": 4310682878, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Android malware and search rank fraud detection on Google Play.", "model": "claude-sonnet-5-5"}
{"work_id": 7011534987, "categories": ["cybersecurity", "database_systems"], "primary": "cybersecurity", "confidence": 0.5, "rationale": "Digital forensics phone recording analysis via sequential pattern mining with ASP; forensics and data mining.", "model": "claude-sonnet-5-5"}
{"work_id": 7131118580, "categories": ["cybersecurity", "ml_theory"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Web attack detection with uncertainty-aware ensemble deep kernel learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7200539267, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.4, "rationale": "Software for secure information transmission; abstract is only a citation, so classification is based on the title.", "model": "claude-sonnet-5-5"}
{"work_id": 4385221456, "categories": ["cybersecurity", "nlp", "deep_learning_architectures"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Voice phishing detection from text with a hybrid CNN-BiLSTM-attention model.", "model": "claude-sonnet-5-5"}
{"work_id": 4393303862, "categories": ["cybersecurity", "software_engineering"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Threat modeling practices for CPS, interview studies of practitioners, and automated threat identification; security plus software engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 4239390297, "categories": ["cybersecurity", "deep_learning_architectures"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Deep learning applied to malicious URL detection; primarily a security task.", "model": "claude-sonnet-5-5"}
{"work_id": 2990181665, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.5, "rationale": "Overview of protective security; weak abstract but security-themed.", "model": "claude-sonnet-5-5"}
{"work_id": 7154473294, "categories": ["cybersecurity", "ai_safety"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Comparison of conventional and explainable AI threat analysis in SIEM systems; security operations focus, with XAI as a secondary theme.", "model": "claude-sonnet-5-5"}
{"work_id": 7215892371, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.88, "rationale": "Comparative analysis of Android malware detection methods, including neural network approaches.", "model": "claude-sonnet-5-5"}
{"work_id": 2816623457, "categories": ["cybersecurity", "cloud_computing"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "DoS attack detection in cloud environments using a dendritic cell mechanism; intrusion detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4380988124, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Cybersecurity architecture and standards for smart buildings with IoT.", "model": "claude-sonnet-5-5"}
{"work_id": 3162129019, "categories": ["cybersecurity", "quantum_computing"], "primary": "cybersecurity", "confidence": 0.75, "rationale": "Exploiting radiation-induced bit-flips as an attack; also considers soft-error consequences in quantum computers.", "model": "claude-sonnet-5-5"}
{"work_id": 3112992601, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.75, "rationale": "Survey study of cybersecurity risk management in companies during COVID-19; human and organisational security factors.", "model": "claude-sonnet-5-5"}
{"work_id": 7001137095, "categories": ["cybersecurity", "computer_networks"], "primary": "cybersecurity", "confidence": 0.65, "rationale": "IKEv2 remote access VPN configuration and performance evaluation, covering security and networking.", "model": "claude-sonnet-5-5"}
{"work_id": 4289655646, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.93, "rationale": "RLWE-based post-quantum certificateless authenticated key exchange with a security proof in the eCK model.", "model": "claude-sonnet-5-5"}
{"work_id": 3089767340, "categories": ["hci", "cybersecurity"], "primary": "hci", "confidence": 0.7, "rationale": "Sonic feedback for password strength is an interaction design problem; it is also tied to authentication security.", "model": "claude-sonnet-5-5"}
{"work_id": 4411782417, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Multi-class malware classification framework for cloud environments, using ML for malware detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7155614231, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Survey study on the efficacy of social engineering prevention measures, which is a human-factors security topic.", "model": "claude-sonnet-5-5"}
{"work_id": 2995203890, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.5, "rationale": "DWT-based image watermarking for robustness and security, which is close to multimedia security and information hiding.", "model": "claude-sonnet-5-5"}
{"work_id": 4409103867, "categories": ["nlp", "deep_learning_architectures"], "primary": "nlp", "confidence": 0.7, "rationale": "Spam text classification with an LSTM and attention ensemble, which is a text classification task.", "model": "claude-sonnet-5-5"}
{"work_id": 4393105534, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Interactive educational media on sex education for teens, which is art and education rather than CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4409248207, "categories": ["cybersecurity", "applied_cryptography"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Lightweight continuous authentication for IoT under zero trust, built on identity-based encryption.", "model": "claude-sonnet-5-5"}
{"work_id": 4403677606, "categories": ["cybersecurity", "ai_safety"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Risk analysis methodology for GenAI systems, validated on prompt injection attacks against LLMs.", "model": "claude-sonnet-5-5"}
{"work_id": 3041436169, "categories": ["cybersecurity", "deep_learning_architectures"], "primary": "cybersecurity", "confidence": 0.75, "rationale": "RNN-based classification of power grid contingencies and cyber-attacks for intrusion detection, with embedded deployment.", "model": "claude-sonnet-5-5"}
{"work_id": 7160546262, "categories": ["software_engineering", "ai_agents", "algorithms"], "primary": "software_engineering", "confidence": 0.7, "rationale": "Software remodularization/architecture recovery framed as multi-agent negotiation with formal protocol proofs.", "model": "claude-sonnet-5-5"}
{"work_id": 4311440938, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.45, "rationale": "Web app hosting platform design using Nginx and Python; engineering/deployment contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4409591325, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.7, "rationale": "Agile methodologies in IT transformation, project management and leadership.", "model": "claude-sonnet-5-5"}
{"work_id": 7128328612, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Thesis on designing and implementing an online store on PrestaShop CMS.", "model": "claude-sonnet-5-5"}
{"work_id": 6986525772, "categories": ["formal_verification", "blockchain", "programming_languages", "software_engineering"], "primary": "blockchain", "confidence": 0.7, "rationale": "Pre-deployment analysis of smart contracts, static analysis for data races, and DSL design.", "model": "claude-sonnet-5-5"}
{"work_id": 4200040010, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.6, "rationale": "Tutorial chapter on Python unittest test automation.", "model": "claude-sonnet-5-5"}
{"work_id": 3157577106, "categories": ["software_engineering", "algorithms"], "primary": "software_engineering", "confidence": 0.7, "rationale": "Software effort estimation with COCOMO parameters optimized by PSO hybrid with ML models.", "model": "claude-sonnet-5-5"}
{"work_id": 7118011917, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.3, "rationale": "Introductory programming book chapter on functions; minimal content.", "model": "claude-sonnet-5-5"}
{"work_id": 2972326490, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Design of an Android event-information app with web service using SDLC Waterfall.", "model": "claude-sonnet-5-5"}
{"work_id": 2932905330, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.9, "rationale": "Tool support for test smell summaries improving test suite quality awareness.", "model": "claude-sonnet-5-5"}
{"work_id": 3008788199, "categories": ["software_engineering", "nlp"], "primary": "software_engineering", "confidence": 0.8, "rationale": "Classifies security requirements in specifications using ontology and ML; requirements engineering with text classification.", "model": "claude-sonnet-5-5"}
{"work_id": 4387781545, "categories": ["software_engineering", "hci"], "primary": "software_engineering", "confidence": 0.6, "rationale": "Structured editor extension with domain-specific representations of code; developer tooling.", "model": "claude-sonnet-5-5"}
{"work_id": 4401907809, "categories": ["software_engineering", "reinforcement_learning"], "primary": "software_engineering", "confidence": 0.85, "rationale": "Testing autonomous driving systems using RL adversarial agents; ICST testing paper.", "model": "claude-sonnet-5-5"}
{"work_id": 4410538665, "categories": ["llm", "software_engineering", "ai_safety"], "primary": "llm", "confidence": 0.8, "rationale": "Benchmark evaluating correctness consistency and robustness of code-generating LLMs.", "model": "claude-sonnet-5-5"}
{"work_id": 7219410480, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.6, "rationale": "IT project management methodology for developing an application.", "model": "claude-sonnet-5-5"}
{"work_id": 7166522127, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.65, "rationale": "White-label software reuse approach for e-commerce mobile apps.", "model": "claude-sonnet-5-5"}
{"work_id": 3143264371, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.9, "rationale": "Quality assurance framework for software process and product based on ISO standards.", "model": "claude-sonnet-5-5"}
{"work_id": 4392404200, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.75, "rationale": "Ensemble ML model predicting software project failure; empirical SE project risk.", "model": "claude-sonnet-5-5"}
{"work_id": 4253254765, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Excel tutorial book chapter, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4310841548, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.85, "rationale": "Automatic REST API code generator using templates; development automation.", "model": "claude-sonnet-5-5"}
{"work_id": 4386014351, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Construction-industry digital procurement and business process study; not core computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4280590664, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Agile business transformation management framework, loosely tied to software deployment and agile development.", "model": "claude-sonnet-5-5"}
{"work_id": 4312839447, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Book chapter on building Android apps; developer tooling.", "model": "claude-sonnet-5-5"}
{"work_id": 4206446312, "categories": ["ai_agents", "robotics"], "primary": "ai_agents", "confidence": 0.6, "rationale": "Decentralized multi-agent holonic control architecture for mobile assembly systems in manufacturing.", "model": "claude-sonnet-5-5"}
{"work_id": 4316021200, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.92, "rationale": "Code smell identification and refactoring with performance evaluation on a mobile app.", "model": "claude-sonnet-5-5"}
{"work_id": 4388972704, "categories": ["blockchain", "software_engineering"], "primary": "blockchain", "confidence": 0.7, "rationale": "Service composition across heterogeneous blockchains, decentralized applications.", "model": "claude-sonnet-5-5"}
{"work_id": 7215194540, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.85, "rationale": "Running Jasmine tests with Maven; software testing tooling.", "model": "claude-sonnet-5-5"}
{"work_id": 4293177572, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Development of a web management information system for an ISP; application building.", "model": "claude-sonnet-5-5"}
{"work_id": 7203691417, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.9, "rationale": "Software effort estimation using lazy learning algorithms evaluated on datasets.", "model": "claude-sonnet-5-5"}
{"work_id": 7135050868, "categories": ["software_engineering", "quantum_computing"], "primary": "software_engineering", "confidence": 0.9, "rationale": "Modifiability scenario for quantum software, based on mining release histories of projects.", "model": "claude-sonnet-5-5"}
{"work_id": 3044591241, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Development of an Android attendance app; application-building case, weak fit but closest to software engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 7217619139, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Android student monitoring app development using standard design tools; system development.", "model": "claude-sonnet-5-5"}
{"work_id": 7162132995, "categories": ["computational_biology", "deep_learning_architectures"], "primary": "computational_biology", "confidence": 0.85, "rationale": "Antibody CDR design with a new architecture for protein design.", "model": "claude-sonnet-5-5"}
{"work_id": 4385395724, "categories": ["software_engineering", "cloud_computing"], "primary": "software_engineering", "confidence": 0.8, "rationale": "SOA and microservices architecture for SME information system with CI/CD and Kubernetes.", "model": "claude-sonnet-5-5"}
{"work_id": 2908635758, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Mathematics education using Monte Carlo simulation of Parrondo's paradox; not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7113083064, "categories": ["hci"], "primary": "hci", "confidence": 0.55, "rationale": "Qualitative study of student and teacher perspectives on GenAI in programming education; human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 2981150652, "categories": ["hci"], "primary": "hci", "confidence": 0.85, "rationale": "UIST browser extension tool supporting novices in ML prototyping; interactive system.", "model": "claude-sonnet-5-5"}
{"work_id": 7081987054, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.95, "rationale": "Action research on technical debt management in an IT company.", "model": "claude-sonnet-5-5"}
{"work_id": 4239998720, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Web-based futsal rental system built with CodeIgniter; application development.", "model": "claude-sonnet-5-5"}
{"work_id": 3026019741, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Web application for dormitory room data management using the waterfall method.", "model": "claude-sonnet-5-5"}
{"work_id": 7116117897, "categories": ["llm", "software_engineering"], "primary": "llm", "confidence": 0.8, "rationale": "Benchmark evaluating LLM code reasoning under realistic complexity.", "model": "claude-sonnet-5-5"}
{"work_id": 7163811937, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Statistical resampling/bootstrap methodology and sensitivity to imbalance.", "model": "claude-sonnet-5-5"}
{"work_id": 2859484040, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.9, "rationale": "Metamorphic testing to find implementation bugs in ML image classifiers.", "model": "claude-sonnet-5-5"}
{"work_id": 7154701096, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Web application system design and testing for team collaboration and workflow automation.", "model": "claude-sonnet-5-5"}
{"work_id": 7117153023, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Development of a web monitoring tool using incremental methodology, user stories, microservices and SUS evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 2931497058, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Android tour guide app designed with UML and black-box tested; application development.", "model": "claude-sonnet-5-5"}
{"work_id": 4205450578, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.5, "rationale": "Book chapter on defining generic functions and types, a language feature.", "model": "claude-sonnet-5-5"}
{"work_id": 4398220511, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.35, "rationale": "Web-based information system development for teacher data management; abstract is only references.", "model": "claude-sonnet-5-5"}
{"work_id": 7155216780, "categories": ["software_engineering", "privacy_preserving_computation"], "primary": "software_engineering", "confidence": 0.8, "rationale": "Frames testing of machine unlearning as a software QA problem using causal fuzzing.", "model": "claude-sonnet-5-5"}
{"work_id": 4405173371, "categories": ["software_engineering", "information_retrieval"], "primary": "software_engineering", "confidence": 0.85, "rationale": "Information-theoretic evaluation framework for software traceability link recovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4383108538, "categories": ["robotics", "computer_vision"], "primary": "robotics", "confidence": 0.9, "rationale": "Task-aware grasp estimation and pick-and-place on a real robot; core robotics manipulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4403919332, "categories": ["robotics", "computer_vision"], "primary": "robotics", "confidence": 0.85, "rationale": "Semantic mapping on a legged robot for search and rescue using vision-based recognition.", "model": "claude-sonnet-5-5"}
{"work_id": 4410526140, "categories": ["robotics", "computer_vision"], "primary": "robotics", "confidence": 0.75, "rationale": "Educational SCARA robot with vision-based control and CNN/autoencoder fault detection.", "model": "claude-sonnet-5-5"}
{"work_id": 3182010183, "categories": ["robotics", "computer_networks"], "primary": "computer_networks", "confidence": 0.55, "rationale": "Tethered UAV relay with a high-gain antenna for CNPC links; communication-focused UAV system design.", "model": "claude-sonnet-5-5"}
{"work_id": 4388100051, "categories": ["robotics", "deep_learning_architectures"], "primary": "robotics", "confidence": 0.7, "rationale": "GNN-based vehicle path forecasting for automated driving.", "model": "claude-sonnet-5-5"}
{"work_id": 4394659963, "categories": ["ai_safety", "robotics"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Chapter on trust, safety, assurance and regulation of robotics and autonomous systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4385413558, "categories": ["robotics"], "primary": "robotics", "confidence": 0.9, "rationale": "Robust backstepping interception control for an underactuated USV with experiments.", "model": "claude-sonnet-5-5"}
{"work_id": 4315632170, "categories": ["ai_safety", "hci"], "primary": "ai_safety", "confidence": 0.4, "rationale": "Ethical analysis of social robots in eldercare from a Confucian perspective, with a governance protocol.", "model": "claude-sonnet-5-5"}
{"work_id": 3173643949, "categories": ["computer_vision", "robotics"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Visual place recognition via ICM graph optimization over image sequences.", "model": "claude-sonnet-5-5"}
{"work_id": 4404604190, "categories": ["robotics", "algorithms"], "primary": "robotics", "confidence": 0.7, "rationale": "Kinematic position analysis with a multi-affine interval solver (trapezoid method) for robotics problems.", "model": "claude-sonnet-5-5"}
{"work_id": 4413925424, "categories": ["robotics", "ai_agents"], "primary": "robotics", "confidence": 0.7, "rationale": "Decentralized safe control of multi-robot systems using neural control barrier functions and MPC; robotics with multi-agent flavor.", "model": "claude-sonnet-5-5"}
{"work_id": 2909162014, "categories": ["robotics"], "primary": "robotics", "confidence": 0.8, "rationale": "CNN-based online failure prediction for an industrial robot threading task using force-torque data.", "model": "claude-sonnet-5-5"}
{"work_id": 4415135180, "categories": ["robotics"], "primary": "robotics", "confidence": 0.45, "rationale": "Scenario-based safety certification of connected automated vehicles using UAV data; autonomous vehicle systems focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4313471462, "categories": ["robotics"], "primary": "robotics", "confidence": 0.85, "rationale": "Adaptive MPC path tracking control for autonomous vehicles using a neural network.", "model": "claude-sonnet-5-5"}
{"work_id": 4319034475, "categories": ["robotics"], "primary": "robotics", "confidence": 0.85, "rationale": "Fault-tolerant control of an underwater salvage robot with adaptive neural network.", "model": "claude-sonnet-5-5"}
{"work_id": 4416749351, "categories": ["algorithms", "ai_agents", "robotics"], "primary": "algorithms", "confidence": 0.7, "rationale": "Improves conflict-based search for multi-agent pathfinding with learned conflict prediction; combinatorial search algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 7214885326, "categories": ["robotics", "ai_agents", "computer_vision"], "primary": "robotics", "confidence": 0.65, "rationale": "Multi-UAV recruitment via motion-encoded messages decoded using RGB and event vision in simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4382935921, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control-theoretic design for nonlinear networked systems with delays; control engineering, not clearly in CS ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 2909059777, "categories": ["robotics"], "primary": "robotics", "confidence": 0.8, "rationale": "Fuzzy cooperative flocking algorithm for multi-robot systems compared against Boids in simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 7161591331, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "RL framework using online human preference interventions for real-world robot manipulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4297857948, "categories": ["computer_vision", "robotics"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Recovers 3D cable models from a single image with 2D/3D networks, aimed at robot manipulation.", "model": "claude-sonnet-5-5"}
{"work_id": 3034448848, "categories": ["robotics"], "primary": "robotics", "confidence": 0.5, "rationale": "Fault detection and isolation for a UAS air data system using integrated navigation; closest fit is robotic and aerial systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4394880330, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.3, "rationale": "Remote-sensing aerosol optical depth estimation from ground data, validated against satellite AOD; weak fit to remote-sensing analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4391947971, "categories": ["robotics"], "primary": "robotics", "confidence": 0.9, "rationale": "Design and testing of a robotic skin with proximity and tactile sensors for human-robot interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4307184398, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education survey of preservice teachers on computational thinking; not CS research in the ontology's sense.", "model": "claude-sonnet-5-5"}
{"work_id": 4313227226, "categories": ["robotics", "algorithms"], "primary": "robotics", "confidence": 0.6, "rationale": "Multi-UAV coordinated trajectory planning solved with an improved metaheuristic (symbiotic organisms search).", "model": "claude-sonnet-5-5"}
{"work_id": 4382059457, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Marketing and service-management experiments on perceptions of frontline robots; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4410227174, "categories": ["robotics"], "primary": "robotics", "confidence": 0.35, "rationale": "EKF with adaptive filter for non-stationary signals, motivated by robotic control state observers.", "model": "claude-sonnet-5-5"}
{"work_id": 4403277362, "categories": ["robotics"], "primary": "robotics", "confidence": 0.85, "rationale": "Learning from demonstration framework for movement primitives, tested on real robot tasks.", "model": "claude-sonnet-5-5"}
{"work_id": 4281717654, "categories": ["robotics"], "primary": "robotics", "confidence": 0.92, "rationale": "Mobile robot localization using AMCL with a semantic grid map and SLAM.", "model": "claude-sonnet-5-5"}
{"work_id": 2903260265, "categories": ["robotics", "ai_agents"], "primary": "robotics", "confidence": 0.6, "rationale": "Behavior planning under uncertainty for autonomous vehicles using QMDP and MCTS; a robotic planning problem with a decision-theoretic planning flavour.", "model": "claude-sonnet-5-5"}
{"work_id": 4210424983, "categories": ["robotics"], "primary": "robotics", "confidence": 0.8, "rationale": "Path planning for an unmanned ship using sensor fusion and a firefly algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 4283759396, "categories": ["robotics"], "primary": "robotics", "confidence": 0.75, "rationale": "Miniature autonomous vehicles as a testbed for autonomous driving methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4412030501, "categories": ["robotics"], "primary": "robotics", "confidence": 0.95, "rationale": "Bimanual robot manipulation of deformable food objects.", "model": "claude-sonnet-5-5"}
{"work_id": 2886313903, "categories": ["robotics"], "primary": "robotics", "confidence": 0.9, "rationale": "Legged locomotion control of an active SLIP model.", "model": "claude-sonnet-5-5"}
{"work_id": 3011793074, "categories": ["robotics"], "primary": "robotics", "confidence": 0.88, "rationale": "MPC-based path tracking control for autonomous vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 4367860403, "categories": ["robotics"], "primary": "robotics", "confidence": 0.97, "rationale": "Design of a mobile quad-arm robot with locomotion and manipulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4403447662, "categories": ["robotics"], "primary": "robotics", "confidence": 0.95, "rationale": "Tactile in-hand manipulation with a robotic hand.", "model": "claude-sonnet-5-5"}
{"work_id": 4381429872, "categories": ["robotics"], "primary": "robotics", "confidence": 0.8, "rationale": "UAV obstacle avoidance and patrol path planning with sensor fusion.", "model": "claude-sonnet-5-5"}
{"work_id": 4391695417, "categories": ["robotics"], "primary": "robotics", "confidence": 0.85, "rationale": "Localization and slip compensation for autonomous robot navigation.", "model": "claude-sonnet-5-5"}
{"work_id": 3006755905, "categories": ["robotics"], "primary": "robotics", "confidence": 0.85, "rationale": "Mobile robot with gesture-controlled arm and object detection; robotic system.", "model": "claude-sonnet-5-5"}
{"work_id": 7160616345, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Offline-to-online RL method with action chunking and theory; applied to robot manipulation benchmarks and VLA models.", "model": "claude-sonnet-5-5"}
{"work_id": 4392494944, "categories": ["robotics", "hci"], "primary": "robotics", "confidence": 0.8, "rationale": "Research summary on human-humanoid collaboration, robot learning and interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 2788120109, "categories": ["robotics", "hci"], "primary": "robotics", "confidence": 0.8, "rationale": "Teleoperation control architecture with adjustable autonomy and usability study.", "model": "claude-sonnet-5-5"}
{"work_id": 4415293255, "categories": ["robotics"], "primary": "robotics", "confidence": 0.92, "rationale": "Humanoid state estimation via LiDAR-inertial-kinematic odometry (localisation/SLAM).", "model": "claude-sonnet-5-5"}
{"work_id": 7160828610, "categories": ["robotics"], "primary": "robotics", "confidence": 0.8, "rationale": "System identification and pointing control of a robot blimp.", "model": "claude-sonnet-5-5"}
{"work_id": 3126252149, "categories": ["robotics"], "primary": "robotics", "confidence": 0.8, "rationale": "Sensor-fusion ego-motion estimation and localisation for autonomous race vehicle.", "model": "claude-sonnet-5-5"}
{"work_id": 4403010033, "categories": ["robotics"], "primary": "robotics", "confidence": 0.85, "rationale": "Multi-robot path planning with DWA and A*, formation and sensor fusion on hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 3130719769, "categories": ["robotics"], "primary": "robotics", "confidence": 0.7, "rationale": "Kinematic chain estimation/calibration of excavator using inertial sensors.", "model": "claude-sonnet-5-5"}
{"work_id": 7135139717, "categories": ["robotics"], "primary": "robotics", "confidence": 0.9, "rationale": "Real2Sim2Real transformer policy for bimanual robot handover tasks; robot learning and HRI.", "model": "claude-sonnet-5-5"}
{"work_id": 7158557735, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.55, "rationale": "Probability result on sub-Gaussian variables and convex order; theoretical foundations relevant to learning theory, though borderline for CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4410294818, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Regularizer for deep imbalanced regression; a neural training method with no clearer category.", "model": "claude-sonnet-5-5"}
{"work_id": 7215048402, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Applied comparison of resampling methods on a small breast cancer dataset with WEKA; no clear ontology category.", "model": "claude-sonnet-5-5"}
{"work_id": 4391093173, "categories": ["federated_learning", "privacy_preserving_computation"], "primary": "federated_learning", "confidence": 0.9, "rationale": "Analyzes differential privacy (output perturbation, DP-SGD) in federated learning, with membership inference evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 7219508654, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Routine application of random forest to classify medical student skills; no category's main contribution applies.", "model": "claude-sonnet-5-5"}
{"work_id": 7133993797, "categories": ["deep_learning_architectures", "ml_theory"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Deep clustering combined with Dempster-Shafer evidence theory for uncertain data, with closed-form updates.", "model": "claude-sonnet-5-5"}
{"work_id": 3179767201, "categories": ["ml_theory", "deep_learning_architectures"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Deep reject-option classifiers with calibration proofs and generalization bounds.", "model": "claude-sonnet-5-5"}
{"work_id": 7163158107, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.35, "rationale": "Dropout prediction with interpretability and fairness analysis; mostly applied, fairness and interpretability are a notable element.", "model": "claude-sonnet-5-5"}
{"work_id": 3155002205, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.8, "rationale": "Krylov subspace methods for partial SVD and rank estimation, which are numerical linear algebra.", "model": "claude-sonnet-5-5"}
{"work_id": 7160115409, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.88, "rationale": "Online Bayesian conformal prediction with coverage guarantees and regret bounds.", "model": "claude-sonnet-5-5"}
{"work_id": 3126933325, "categories": ["reinforcement_learning", "ml_theory"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "Optimistic Q-learning agent with regret analysis; RL theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4327500503, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Active learning for rare event detection in streams; generic ML with no matching category clearly dominant.", "model": "claude-sonnet-5-5"}
{"work_id": 7171392614, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Applied ensemble ML for process control in oil refining; no ontology category fits clearly.", "model": "claude-sonnet-5-5"}
{"work_id": 7214886155, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.7, "rationale": "Causal discovery with DAG constraints combined with biclustering via optimization; principled ML methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 4402510141, "categories": [], "primary": null, "confidence": 0.35, "rationale": "Nonmonotonic reasoning inference operators in knowledge representation; no category matches well.", "model": "claude-sonnet-5-5"}
{"work_id": 4388726461, "categories": [], "primary": null, "confidence": 0.35, "rationale": "Active learning sampling for manufacturing QA; applied ML without matching category.", "model": "claude-sonnet-5-5"}
{"work_id": 7170116302, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Educational performance prediction with MLP; applied ML with no matching category.", "model": "claude-sonnet-5-5"}
{"work_id": 4385985189, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Ensemble ML for geological mineral prospectivity mapping; geoscience application.", "model": "claude-sonnet-5-5"}
{"work_id": 7151296083, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Deep anomaly detection in images via pretext tasks, with application to fraud detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4296563198, "categories": ["ml_theory", "ai_safety"], "primary": "ml_theory", "confidence": 0.7, "rationale": "Bayesian feature importance explanations with Dirichlet distribution, tradeoffs with privacy and fairness.", "model": "claude-sonnet-5-5"}
{"work_id": 7143524691, "categories": ["ai_safety", "generative_ai"], "primary": "ai_safety", "confidence": 0.7, "rationale": "Integrates responsible, explainable and generative AI; focuses on bias, interpretability and governance.", "model": "claude-sonnet-5-5"}
{"work_id": 4236967208, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.7, "rationale": "Textbook chapter on kernel methods and the kernel trick.", "model": "claude-sonnet-5-5"}
{"work_id": 4409046524, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Clustering with bandit feedback studies the computation/information gap, which is a learning-theory topic; the abstract is missing, so confidence is moderate.", "model": "claude-sonnet-5-5"}
{"work_id": 4408365506, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Music education study using basic logistic regression; the contribution is in education, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4305012164, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Bayesian reversible-jump MCMC for mixture models; a probabilistic and statistical method.", "model": "claude-sonnet-5-5"}
{"work_id": 4404916629, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Proposes fuzzy clustering algorithms for relational data; a principled clustering methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 2737706773, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Large-scale benchmark comparing random forest and logistic regression; an ML methodology study.", "model": "claude-sonnet-5-5"}
{"work_id": 2895972434, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.45, "rationale": "Meta-learning for recommending the combination method of classifier ensembles; general ML methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 3126343538, "categories": ["ai_safety", "deep_learning_architectures"], "primary": "ai_safety", "confidence": 0.55, "rationale": "Framework for evaluating the interpretability of deep models by committee consensus.", "model": "claude-sonnet-5-5"}
{"work_id": 3000034219, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.8, "rationale": "Causal models for dynamical systems; causal inference theory.", "model": "claude-sonnet-5-5"}
{"work_id": 3012094357, "categories": [], "primary": null, "confidence": 0.4, "rationale": "One-class SVDD anomaly detection for operations data; generic ML with no matching category, so none is assigned.", "model": "claude-sonnet-5-5"}
{"work_id": 4225697294, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.75, "rationale": "Classifies cloud images using deep neural networks, with imbalanced-data techniques.", "model": "claude-sonnet-5-5"}
{"work_id": 2897243396, "categories": ["ml_theory", "scientific_computing"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Sparse grid least-squares regression with coordinate rotation; a numerical, kernel-style regression method.", "model": "claude-sonnet-5-5"}
{"work_id": 4409493966, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Detects malicious anomalies in network traffic with ML (Prophet, RNN).", "model": "claude-sonnet-5-5"}
{"work_id": 7166662462, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.85, "rationale": "Theoretical analysis of early training dynamics of an autoencoder for outlier detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7133193233, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.92, "rationale": "Minimax estimation rates for a Markov Gaussian mixture; statistical learning theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4392903168, "categories": ["generative_ai", "deep_learning_architectures"], "primary": "generative_ai", "confidence": 0.5, "rationale": "Diffusion-model-based anomaly detection for multivariate time series.", "model": "claude-sonnet-5-5"}
{"work_id": 4416873414, "categories": ["llm"], "primary": "llm", "confidence": 0.4, "rationale": "Industrial anomaly detection with LLM-generated explanations; the LLM component is the main novelty.", "model": "claude-sonnet-5-5"}
{"work_id": 4379538576, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Random forest classifier with penalized discriminant analysis; a principled statistical ML method.", "model": "claude-sonnet-5-5"}
{"work_id": 2928518543, "categories": ["nlp"], "primary": "nlp", "confidence": 0.55, "rationale": "Unsupervised text-content analysis of Reddit communities for anomaly detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7208751990, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.3, "rationale": "Applied ML financial risk monitoring with stream processing; weak fit to any category, only loosely distributed stream processing.", "model": "claude-sonnet-5-5"}
{"work_id": 4385346229, "categories": ["ml_theory", "deep_learning_architectures"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Bayesian meta-learning with amortized inference and faster convergence; probabilistic ML methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 2900419943, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Accelerated augmented Lagrangian method with iteration-complexity analysis; optimization algorithm convergence.", "model": "claude-sonnet-5-5"}
{"work_id": 7126019639, "categories": ["generative_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.88, "rationale": "Diffusion-based text-conditioned medical anomaly image synthesis plus downstream detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4234642263, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Routine application of standard ML classifiers to credit card fraud; no clear category contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7132956912, "categories": ["ml_theory", "deep_learning_architectures"], "primary": "ml_theory", "confidence": 0.88, "rationale": "Rademacher generalization bounds for neural networks with feature diversity and derived regularizers.", "model": "claude-sonnet-5-5"}
{"work_id": 7213442406, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.4, "rationale": "Multi-objective ensemble hyperparameter selection for imbalanced clinical prediction; biomedical informatics method.", "model": "claude-sonnet-5-5"}
{"work_id": 3027701685, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Applying ML anomaly detection to APM time series; thin and no clear fit.", "model": "claude-sonnet-5-5"}
{"work_id": 3173110490, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.85, "rationale": "Online Bayesian nonparametric clustering via variational inference; probabilistic methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4396611119, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Applied ML for PV forecasting in energy domain; no CS category clearly fits.", "model": "claude-sonnet-5-5"}
{"work_id": 4365509942, "categories": ["formal_verification", "ml_theory"], "primary": "formal_verification", "confidence": 0.5, "rationale": "Classification technique that generates formulas and models for model checking; formal methods used for supervised learning.", "model": "claude-sonnet-5-5"}
{"work_id": 3204747322, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.8, "rationale": "Process algebra decomposition with bisimulation proofs to reduce state space exploration.", "model": "claude-sonnet-5-5"}
{"work_id": 3005800578, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.3, "rationale": "Personal account of the move from logic to computational argumentation; weak fit with automated reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 3165175988, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.6, "rationale": "Model checking and simulation of activity models using DEVS.", "model": "claude-sonnet-5-5"}
{"work_id": 2981823863, "categories": ["formal_verification", "computer_architecture"], "primary": "formal_verification", "confidence": 0.75, "rationale": "Hardware SAT solver with clause learning for circuit self-verification.", "model": "claude-sonnet-5-5"}
{"work_id": 4403534925, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Regression model for dairy farm profit management; not core computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 6927776925, "categories": ["formal_verification", "algorithms"], "primary": "formal_verification", "confidence": 0.85, "rationale": "LTLf to DFA conversion tool, automata and temporal logic.", "model": "claude-sonnet-5-5"}
{"work_id": 2904264076, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Materials science first-principles alloy study; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4378551252, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.92, "rationale": "Automated proof of Petri net equivalences via SMT encoding.", "model": "claude-sonnet-5-5"}
{"work_id": 4405491888, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.4, "rationale": "Petri net modeling and simulation of a drone delivery system; formal modeling, performance analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 2985419616, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Philosophy/history of logic (syllogism, supposition theory), not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4387635646, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.85, "rationale": "SMT string solver built on Z3, an automated reasoning tool.", "model": "claude-sonnet-5-5"}
{"work_id": 2998652541, "categories": ["robotics"], "primary": "robotics", "confidence": 0.4, "rationale": "Sensor fusion with a Kalman filter for smartphone indoor positioning and heading estimation; localisation is the closest fit, though not strictly a robotic system.", "model": "claude-sonnet-5-5"}
{"work_id": 4416603322, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.6, "rationale": "Automatic structures and their algebraic characterisations, in the area of automata theory and logic.", "model": "claude-sonnet-5-5"}
{"work_id": 3041782238, "categories": ["ai_safety", "formal_verification", "deep_learning_architectures"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Adversarial robustness of quantized networks, with SMT-based verification of robustness guarantees.", "model": "claude-sonnet-5-5"}
{"work_id": 7172406392, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.6, "rationale": "Symbolic execution and PRISM model checking for probabilistic programs; the abstract is minimal.", "model": "claude-sonnet-5-5"}
{"work_id": 4292072122, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Max-plus polyhedra procedure for reach sets in uncertain max-plus linear systems, with a complexity improvement.", "model": "claude-sonnet-5-5"}
{"work_id": 4210776678, "categories": ["formal_verification", "algorithms"], "primary": "formal_verification", "confidence": 0.7, "rationale": "String constraint solving algorithms, decision procedures and a benchmark framework for string solvers.", "model": "claude-sonnet-5-5"}
{"work_id": 2919546362, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Improving PDR trajectories from pedestrian sensor data for indoor location-based services (ubiquitous computing).", "model": "claude-sonnet-5-5"}
{"work_id": 4409052338, "categories": ["formal_verification", "algorithms"], "primary": "formal_verification", "confidence": 0.7, "rationale": "CDCL SAT solver heuristics (deep restart and a coverage metric), which is SAT solving.", "model": "claude-sonnet-5-5"}
{"work_id": 4360995890, "categories": ["formal_verification", "software_engineering"], "primary": "formal_verification", "confidence": 0.8, "rationale": "Modeling CPS in AADL/TCSP and transforming for formal verification of safety.", "model": "claude-sonnet-5-5"}
{"work_id": 4401567949, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.85, "rationale": "LTL specification analysis algorithm using model checkers.", "model": "claude-sonnet-5-5"}
{"work_id": 7202355676, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Petri net model for logistics fleet formation; transport operations research, not core CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7167214329, "categories": ["formal_verification", "software_engineering"], "primary": "formal_verification", "confidence": 0.9, "rationale": "Bounded model checker for Rust with contracts and verification of unsafe code.", "model": "claude-sonnet-5-5"}
{"work_id": 2941019358, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Circuit relations and ZX-calculus axiomatization for quantum circuits.", "model": "claude-sonnet-5-5"}
{"work_id": 2888263960, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Materials science on high-entropy films; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3036333943, "categories": ["formal_verification", "robotics"], "primary": "formal_verification", "confidence": 0.88, "rationale": "Theorem proving in HOL Light to verify robotic cell injection systems.", "model": "claude-sonnet-5-5"}
{"work_id": 2980088699, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.4, "rationale": "Categorical semantics (differential categories, linear logic); theoretical semantics, closest to programming languages.", "model": "claude-sonnet-5-5"}
{"work_id": 2809414278, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.7, "rationale": "Complex event processing over streams with timed automata pattern matching.", "model": "claude-sonnet-5-5"}
{"work_id": 2969344391, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Information model for accountability requirements with consistency checking via ASP.", "model": "claude-sonnet-5-5"}
{"work_id": 2810295409, "categories": ["formal_verification", "robotics"], "primary": "formal_verification", "confidence": 0.55, "rationale": "Formal-logic algorithm for checking observability of DES specification languages, using automata and formal languages; AUV is only the case study.", "model": "claude-sonnet-5-5"}
{"work_id": 2942235760, "categories": ["formal_verification", "blockchain"], "primary": "formal_verification", "confidence": 0.9, "rationale": "Deductive verification of Ethereum smart contracts with Why3.", "model": "claude-sonnet-5-5"}
{"work_id": 4414118222, "categories": ["formal_verification", "programming_languages"], "primary": "formal_verification", "confidence": 0.5, "rationale": "Constraint solving/unification modulo commutativity with similarity, with proofs of soundness and completeness; automated reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 4416018542, "categories": ["llm", "formal_verification"], "primary": "llm", "confidence": 0.6, "rationale": "Benchmark analysis and correction for autoformalization and theorem proving with LLM pipelines in Lean.", "model": "claude-sonnet-5-5"}
{"work_id": 4391021938, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control-theory interval observer design for hybrid systems; not a CS category in this ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4402325914, "categories": ["robotics"], "primary": "robotics", "confidence": 0.5, "rationale": "Safety-critical control barrier function controllers, applied to autonomous trucks and connected vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 4416534401, "categories": ["formal_verification", "blockchain"], "primary": "formal_verification", "confidence": 0.92, "rationale": "Model checking with SPIN and LTL of Ethereum Beacon Chain epoch processing.", "model": "claude-sonnet-5-5"}
{"work_id": 3098615674, "categories": ["algorithms", "formal_verification"], "primary": "algorithms", "confidence": 0.5, "rationale": "Answer set programming solving efficiency, optimization rewritings and lazy-grounding; automated reasoning with some verification of transformations.", "model": "claude-sonnet-5-5"}
{"work_id": 7128294598, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.4, "rationale": "Petri net modelling and supervisory control of airport traffic, a discrete-event formal model.", "model": "claude-sonnet-5-5"}
{"work_id": 4401630734, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.4, "rationale": "V-nets formalism for discrete-event diagnosis, compared with Petri nets, timed automata and chronicles.", "model": "claude-sonnet-5-5"}
{"work_id": 3158571805, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.3, "rationale": "Event-driven model predictive control with hybrid system safety verification. This is mainly control theory, so the fit to the ontology is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 4415180303, "categories": ["robotics", "ml_theory"], "primary": "robotics", "confidence": 0.4, "rationale": "Sim2real gap quantification with formal guarantees for controllers, demonstrated on a Mecanum bot and a pendulum.", "model": "claude-sonnet-5-5"}
{"work_id": 4400077792, "categories": ["robotics"], "primary": "robotics", "confidence": 0.35, "rationale": "Interceptor guidance and trajectory optimisation for autonomous vehicles. It is essentially control and aerospace work, so the match is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 4396882310, "categories": ["formal_verification", "programming_languages"], "primary": "formal_verification", "confidence": 0.6, "rationale": "Resource semantics for bunched implications and linear logic, the foundations of separation logic and program verification.", "model": "claude-sonnet-5-5"}
{"work_id": 7124134160, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.8, "rationale": "Verifies opacity properties of discrete event systems using automata and diagnosers.", "model": "claude-sonnet-5-5"}
{"work_id": 2797906474, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.3, "rationale": "Petri net model for uncertain knowledge representation. It is a formal modelling framework with a weak tie to verification.", "model": "claude-sonnet-5-5"}
{"work_id": 2947544026, "categories": ["formal_verification", "cybersecurity"], "primary": "formal_verification", "confidence": 0.7, "rationale": "Runtime monitoring of metric temporal logic policies, applied to malware and intrusion detection on Android and autonomous vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 4391985801, "categories": ["formal_verification", "robotics"], "primary": "formal_verification", "confidence": 0.55, "rationale": "New multiclock logic with assume-guarantee contracts to prove stability of layered control architectures.", "model": "claude-sonnet-5-5"}
{"work_id": 4391937166, "categories": ["formal_verification", "robotics"], "primary": "formal_verification", "confidence": 0.8, "rationale": "CSP-based formal modelling and verification of behavior trees used in robotics.", "model": "claude-sonnet-5-5"}
{"work_id": 4366551135, "categories": ["programming_languages", "formal_verification"], "primary": "programming_languages", "confidence": 0.7, "rationale": "Logical framework extending LF with rational terms and coinductive definitions, a type-theoretic design contribution with decidable type checking.", "model": "claude-sonnet-5-5"}
{"work_id": 4406549421, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.93, "rationale": "Low-light image enhancement with a lightweight network is image restoration, which belongs to computer vision.", "model": "claude-sonnet-5-5"}
{"work_id": 2999748008, "categories": ["computer_vision", "nlp"], "primary": "computer_vision", "confidence": 0.55, "rationale": "Pipeline of image denoising, Brahmi character recognition and translation to Sinhala; the recognition work dominates, with an NLP component.", "model": "claude-sonnet-5-5"}
{"work_id": 3206423720, "categories": ["ai_safety", "computer_vision"], "primary": "ai_safety", "confidence": 0.7, "rationale": "Transferable adversarial attack on image classifiers via brightness transformation; adversarial robustness evaluation on ImageNet.", "model": "claude-sonnet-5-5"}
{"work_id": 4403045668, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.92, "rationale": "Aircraft detection in satellite imagery with CNN classifiers is remote-sensing object detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7163998453, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.93, "rationale": "Single-image dehazing network is image restoration.", "model": "claude-sonnet-5-5"}
{"work_id": 7213494877, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.85, "rationale": "Image classification framework using residual networks and strong data augmentation.", "model": "claude-sonnet-5-5"}
{"work_id": 2996931328, "categories": ["deep_learning_architectures", "computer_vision"], "primary": "deep_learning_architectures", "confidence": 0.75, "rationale": "Efficient CNN architectures for inference under the Micronet Challenge, which concerns model compression and efficiency.", "model": "claude-sonnet-5-5"}
{"work_id": 7164124236, "categories": ["multimodal_ai", "computer_graphics", "ai_agents"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Evaluates VLMs that synthesize Blender code for 3D reconstruction and editing, using RAG and an agent workflow.", "model": "claude-sonnet-5-5"}
{"work_id": 4404954354, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.88, "rationale": "Thyroid nodule ultrasound diagnosis comparing CNN, ViT and hybrid models is medical image analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4298009864, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.9, "rationale": "E-commerce product recognition and segmentation with an attention-modified YOLACT.", "model": "claude-sonnet-5-5"}
{"work_id": 7203466192, "categories": ["generative_ai", "foundation_models", "computer_vision"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Evaluates controllable retinal image synthesis from foundation model latent spaces; centered on generation, with foundation models and medical imaging as secondary.", "model": "claude-sonnet-5-5"}
{"work_id": 4417350489, "categories": ["deep_learning_architectures", "ml_theory"], "primary": "deep_learning_architectures", "confidence": 0.75, "rationale": "Interprets self-attention via image filtering and proposes transformer architectural modifications.", "model": "claude-sonnet-5-5"}
{"work_id": 4366827124, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.95, "rationale": "Instance segmentation network for uterine MRI, a medical image analysis task.", "model": "claude-sonnet-5-5"}
{"work_id": 4400230393, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.55, "rationale": "CNN-based prediction for adaptive resolution in intra video coding. Image/video processing, with no better-fitting category.", "model": "claude-sonnet-5-5"}
{"work_id": 7155178947, "categories": ["generative_ai", "multimodal_ai"], "primary": "generative_ai", "confidence": 0.85, "rationale": "Text-driven dance motion generation with a new dataset and a motion transformer model.", "model": "claude-sonnet-5-5"}
{"work_id": 4402917109, "categories": ["computer_vision", "computer_graphics"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Depth-supervised Gaussian Splatting for 3D reconstruction and novel view synthesis.", "model": "claude-sonnet-5-5"}
{"work_id": 4381948429, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Person detection with YOLO CNN to automate classroom appliances; applied detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7112321703, "categories": ["hci"], "primary": "hci", "confidence": 0.7, "rationale": "Marker-based augmented reality mobile app for virtual shoe try-on, with a focus on user requirements and design.", "model": "claude-sonnet-5-5"}
{"work_id": 2886945075, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Text classification of newsgroups using CNN and GloVe embeddings.", "model": "claude-sonnet-5-5"}
{"work_id": 2950134147, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.9, "rationale": "Gait-based age estimation with a multi-stage CNN.", "model": "claude-sonnet-5-5"}
{"work_id": 3215388118, "categories": ["generative_ai", "hci"], "primary": "generative_ai", "confidence": 0.5, "rationale": "GAN for WiFi CSI activity recognition under domain change; generative model used for sensing, ubiquitous computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4390361966, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.7, "rationale": "CNN with optimization-based feature selection for copy-move image forgery detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4388667087, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.85, "rationale": "Segmentation of choroidal vasculature in OCT volumes via thresholding; medical image analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 3112061614, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Weighted nearest neighbor image classification for tag recommendation.", "model": "claude-sonnet-5-5"}
{"work_id": 4416442992, "categories": ["generative_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.6, "rationale": "Diffusion-based framework generating terrain models from surface models; geospatial vision application.", "model": "claude-sonnet-5-5"}
{"work_id": 4392442054, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Watermarking of medical images for integrity, authenticity and traceability.", "model": "claude-sonnet-5-5"}
{"work_id": 2907431110, "categories": ["robotics", "computer_vision"], "primary": "robotics", "confidence": 0.45, "rationale": "Camera-based vehicle-to-vehicle positioning and Kalman tracking via visible light communication.", "model": "claude-sonnet-5-5"}
{"work_id": 4386257148, "categories": ["edge_computing", "computational_biology"], "primary": "computational_biology", "confidence": 0.4, "rationale": "IoT wearable system for dementia patient monitoring; health informatics with IoT platform.", "model": "claude-sonnet-5-5"}
{"work_id": 2799322609, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Monocular camera pose estimation and tracking with Mean-Shift and ArUco markers.", "model": "claude-sonnet-5-5"}
{"work_id": 3194681712, "categories": ["hci", "deep_learning_architectures"], "primary": "hci", "confidence": 0.5, "rationale": "Radar-based gesture recognition and segmentation using CNN; interaction sensing.", "model": "claude-sonnet-5-5"}
{"work_id": 4408017987, "categories": ["computer_vision", "generative_ai"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Image processing framework with edge detection, style transfer and compression for art images; mostly image processing.", "model": "claude-sonnet-5-5"}
{"work_id": 7167467722, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.85, "rationale": "Overview of neural network architectures (CNN, RNN, LSTM) and training techniques.", "model": "claude-sonnet-5-5"}
{"work_id": 4416620171, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Deep learning image classification and detection of microorganisms in Gram stain slide images (medical image analysis).", "model": "claude-sonnet-5-5"}
{"work_id": 4393212678, "categories": ["ai_safety", "computer_vision"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Analyzes inconsistencies of saliency-map explanations in XAI for medical imaging; interpretability focus.", "model": "claude-sonnet-5-5"}
{"work_id": 2949391068, "categories": ["deep_learning_architectures", "computer_vision"], "primary": "deep_learning_architectures", "confidence": 0.75, "rationale": "Proposes a CNN architecture modification with learned dynamic scaling policy, evaluated on vision tasks.", "model": "claude-sonnet-5-5"}
{"work_id": 4313830031, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.9, "rationale": "Plant leaf recognition using handcrafted LBP/HOG feature fusion and ELM classifier.", "model": "claude-sonnet-5-5"}
{"work_id": 7152933672, "categories": ["generative_ai", "multimodal_ai"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Survey of generative video trailer synthesis with diffusion, autoregressive transformers and text-to-video models.", "model": "claude-sonnet-5-5"}
{"work_id": 4400934125, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Industrial image classification with stochastic configuration networks and multi-scale features.", "model": "claude-sonnet-5-5"}
{"work_id": 2968866686, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.9, "rationale": "Fine-grained image recognition with an attention-based CNN model.", "model": "claude-sonnet-5-5"}
{"work_id": 2968914950, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.85, "rationale": "Medical image segmentation of psoriasis skin regions using color space analysis and k-means.", "model": "claude-sonnet-5-5"}
{"work_id": 3090375472, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.93, "rationale": "Low-light image enhancement network; image restoration and enhancement belongs to computer vision.", "model": "claude-sonnet-5-5"}
{"work_id": 4388642403, "categories": ["computer_vision", "computational_biology"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Unsupervised domain adaptation for 3D MRI classification is medical image analysis, with biomedical informatics relevance.", "model": "claude-sonnet-5-5"}
{"work_id": 7199635077, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Passive Wi-Fi radar fall detection for assistive living, using ML on sensor signals; this is assistive and ubiquitous sensing.", "model": "claude-sonnet-5-5"}
{"work_id": 7140831868, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.88, "rationale": "Real-time face and person detection with age and gender estimation using YOLO and MobileNet.", "model": "claude-sonnet-5-5"}
{"work_id": 4415102501, "categories": ["generative_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Flow-based generative perceptual image compression with tokenization and entropy modelling; generative reconstruction is central, with a VLM used as an optional enhancement.", "model": "claude-sonnet-5-5"}
{"work_id": 3116998496, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Basic gait acceleration-sensor data acquisition and correlation analysis with no clear contribution in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 2769131622, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.85, "rationale": "A CNN architecture for classifying diabetic foot ulcer images; this is medical image classification.", "model": "claude-sonnet-5-5"}
{"work_id": 4411552410, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.92, "rationale": "Cattle face recognition using metric learning on image embeddings.", "model": "claude-sonnet-5-5"}
{"work_id": 4387664177, "categories": ["computer_vision", "hci"], "primary": "computer_vision", "confidence": 0.6, "rationale": "AR registration via camera pose estimation optimized with SA-PSO; this is pose estimation for AR.", "model": "claude-sonnet-5-5"}
{"work_id": 3010412574, "categories": ["computer_vision", "ml_theory"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Parameter tuning of zero-shot learning with a semantic autoencoder for image recognition.", "model": "claude-sonnet-5-5"}
{"work_id": 4410134551, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Business and societal book on AI and innovation; not a CS research contribution in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 7168123153, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Systematic review of AI in mathematics education; education research, not CS research with a fitting category.", "model": "claude-sonnet-5-5"}
{"work_id": 3168036902, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Turbomachinery blade design optimized with PSO, a metaheuristic; mainly engineering design, so the fit is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 4318620721, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.55, "rationale": "Automated discovery of kinetic rate models via symbolic regression and genetic programming; equation discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 6929444221, "categories": ["scientific_computing", "autonomous_scientific_discovery"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Constitutive neural networks for automated discovery of material models with uncertainty; scientific ML and surrogate modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 7169848785, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.3, "rationale": "Preface to a symbolic and generative AI for science venue; no abstract, so low confidence.", "model": "claude-sonnet-5-5"}
{"work_id": 7156328285, "categories": ["autonomous_scientific_discovery", "scientific_computing"], "primary": "autonomous_scientific_discovery", "confidence": 0.5, "rationale": "Genetic programming symbolic regression for discovering governing equations (Lorenz) under noise; equation discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4414898387, "categories": ["autonomous_scientific_discovery", "generative_ai", "distributed_computing"], "primary": "autonomous_scientific_discovery", "confidence": 0.7, "rationale": "Generative AI with active learning in a distributed workflow for closed-loop discovery of molecules for carbon capture.", "model": "claude-sonnet-5-5"}
{"work_id": 3003447096, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Data conversion and metadata structuring for a materials data repository; data management and reproducibility.", "model": "claude-sonnet-5-5"}
{"work_id": 4410289386, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.65, "rationale": "Physically informed neural network representation of coupled-cluster downfolding effective interactions; computational chemistry with ML.", "model": "claude-sonnet-5-5"}
{"work_id": 7162445105, "categories": ["autonomous_scientific_discovery", "ai_agents", "llm"], "primary": "autonomous_scientific_discovery", "confidence": 0.88, "rationale": "Agent harness of skills and tools enabling AI coding agents to run atomistic research campaigns toward autonomous AI scientists.", "model": "claude-sonnet-5-5"}
{"work_id": 4405426097, "categories": ["ml_theory", "autonomous_scientific_discovery"], "primary": "ml_theory", "confidence": 0.55, "rationale": "Principled Wasserstein-based dissimilarity measure for expressions with consistency guarantees, motivated by equation discovery and symbolic regression.", "model": "claude-sonnet-5-5"}
{"work_id": 4402242289, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Review of ML/DL models for predicting chemical carcinogenicity, a toxicology and cheminformatics application.", "model": "claude-sonnet-5-5"}
{"work_id": 7113050848, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.6, "rationale": "Demonstrates Deep Research AI tools conducting limited autonomous research and studies.", "model": "claude-sonnet-5-5"}
{"work_id": 7164296032, "categories": ["deep_learning_architectures", "scientific_computing"], "primary": "deep_learning_architectures", "confidence": 0.6, "rationale": "Topology-aware message-passing GNN with persistent homology gating, applied to MOF property prediction.", "model": "claude-sonnet-5-5"}
{"work_id": 7214605398, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Psychometric instrument for teachers' beliefs about AI in math teaching; education research, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4399747476, "categories": [], "primary": null, "confidence": 0.6, "rationale": "General overview of AI trends, startups and Industry 4.0 without a clear specific research contribution to any category.", "model": "claude-sonnet-5-5"}
{"work_id": 7171536644, "categories": ["autonomous_scientific_discovery", "reinforcement_learning"], "primary": "autonomous_scientific_discovery", "confidence": 0.8, "rationale": "Proposes efficiency evaluation for autonomous research systems and an adaptive bandit-based search procedure.", "model": "claude-sonnet-5-5"}
{"work_id": 4412068170, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.55, "rationale": "Conceptual classification of AI in chemistry up to AI Researcher forming hypotheses and designing substances.", "model": "claude-sonnet-5-5"}
{"work_id": 7113026192, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education dissertation on AI-based personalized fraction learning; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7117871859, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Position paper on AI tools in mathematics education; education research, not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7139945210, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.4, "rationale": "Pure mathematics (number theory/algebraic geometry) paper, but notable for AI-assisted proofs with Gemini Deep Think and AlphaEvolve; borderline on being CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4411799567, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.55, "rationale": "Opinion piece on AI aiding the research process from hypothesis generation to publishing.", "model": "claude-sonnet-5-5"}
{"work_id": 4414528656, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Qualitative language-education study of YouTube use; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7154965180, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Soft-matter mechanics of mushroom foods; materials science, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4403160419, "categories": ["deep_learning_architectures", "ml_theory"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Proves completeness of SO(3)-covariant features for molecular ML and gives efficient equivariant operations.", "model": "claude-sonnet-5-5"}
{"work_id": 4378470143, "categories": ["ml_theory", "deep_learning_architectures"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Deep learning algorithm to discover continuous symmetry groups and Lie algebras in data.", "model": "claude-sonnet-5-5"}
{"work_id": 2896073529, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Announcement of an essay contest; not research.", "model": "claude-sonnet-5-5"}
{"work_id": 4226190677, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Inverse design of metasurfaces using optimization and ML surrogate models; computational engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 7207633319, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Descriptive qualitative study of AI use in primary school science classes; education research.", "model": "claude-sonnet-5-5"}
{"work_id": 7127595070, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Educational workshop design for scientific writing; not core computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7164884815, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.45, "rationale": "AI Index report covering governance, evaluation, and AI's broad impact; the governance and evaluation focus is the closest fit.", "model": "claude-sonnet-5-5"}
{"work_id": 7155543779, "categories": ["deep_learning_architectures", "computational_biology"], "primary": "deep_learning_architectures", "confidence": 0.5, "rationale": "Proposes a ViT variant with a positional embedding module and classifier tail for XRD phase identification, a materials-science application.", "model": "claude-sonnet-5-5"}
{"work_id": 4385567506, "categories": ["scientific_computing", "autonomous_scientific_discovery"], "primary": "scientific_computing", "confidence": 0.55, "rationale": "Benchmark toolkit for inverse design algorithms in nanophotonics, built on a physics simulator and aimed at scientific design.", "model": "claude-sonnet-5-5"}
{"work_id": 3131458733, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Survey-based SEM study of online learning adoption; an education and social science study with only incidental neural network use.", "model": "claude-sonnet-5-5"}
{"work_id": 4406949642, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.55, "rationale": "AI-driven discovery of electronic materials and accelerated high-throughput discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 7121660003, "categories": [], "primary": null, "confidence": 0.4, "rationale": "AutoML benchmarking for business analytics; the contribution is business application rather than a clear CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4391244979, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Self-conditioned diffusion model that generates voxel-based mechanical metamaterials.", "model": "claude-sonnet-5-5"}
{"work_id": 7204883563, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.85, "rationale": "Harness toolkit and benchmark integration for LLM data-science agents.", "model": "claude-sonnet-5-5"}
{"work_id": 7163871521, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.35, "rationale": "Policy analysis on AI and data ownership in open science; it touches AI governance but is mostly legal and policy commentary.", "model": "claude-sonnet-5-5"}
{"work_id": 4416200173, "categories": ["computer_graphics", "scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Differentiable topology optimization with a CNN surrogate for homogenized stiffness of metamaterials; computational fabrication and engineering simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4389566447, "categories": ["autonomous_scientific_discovery", "reinforcement_learning"], "primary": "autonomous_scientific_discovery", "confidence": 0.8, "rationale": "Deep RL symbolic regression for automated discovery of physical laws with units constraints.", "model": "claude-sonnet-5-5"}
{"work_id": 4200490276, "categories": [], "primary": null, "confidence": 0.4, "rationale": "AutoML pipeline for the electric power industry is an applied ML system, not clearly in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 7165673775, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Engineering education pedagogy study, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7211978759, "categories": ["llm", "ai_safety"], "primary": "llm", "confidence": 0.8, "rationale": "Audits frontier LLMs for retrieval versus prediction of molecular properties; an evaluation of LLMs, including memorization.", "model": "claude-sonnet-5-5"}
{"work_id": 7170193477, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "LIMS architecture with a PostgreSQL stack and workflow management for clinical assays; a data management system.", "model": "claude-sonnet-5-5"}
{"work_id": 3214987860, "categories": ["deep_learning_architectures", "computational_biology"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Data augmentation library for GNN and ML property prediction on chemical structures.", "model": "claude-sonnet-5-5"}
{"work_id": 4416999558, "categories": ["autonomous_scientific_discovery", "ml_theory"], "primary": "autonomous_scientific_discovery", "confidence": 0.5, "rationale": "Symbolic regression discovers an interpretable constitutive equation from few samples in materials engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 7217524975, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Computer-assisted instruction for school education, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4404678493, "categories": ["multimodal_ai", "scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Multimodal neural network surrogate for predicting nanoparticle properties, replacing DFTB-level simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4224247694, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.3, "rationale": "Physical reservoir computing in a metastructure for wave control is mostly mechanical engineering, with some learning framing. The fit to any category is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 4410956047, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.3, "rationale": "Time-series forecasting for PV power using EEMD, fuzzy cognitive maps and PSO. This is an energy application with a weak fit to the ontology; the closest match is the neural/learning model design.", "model": "claude-sonnet-5-5"}
{"work_id": 4415102374, "categories": ["deep_learning_architectures", "sustainable_computing"], "primary": "deep_learning_architectures", "confidence": 0.55, "rationale": "Proposes a deterministic algebraic method for computing weights as an alternative to gradient descent, and claims energy savings and green AI.", "model": "claude-sonnet-5-5"}
{"work_id": 3011306938, "categories": ["deep_learning_architectures", "privacy_preserving_computation"], "primary": "deep_learning_architectures", "confidence": 0.55, "rationale": "GNN link prediction for master data management, including anonymization, explainability and verification.", "model": "claude-sonnet-5-5"}
{"work_id": 2978220519, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Reservoir computing applied to generalized synchronization in chaotic systems. This is dynamical-systems analysis of a recurrent learning model.", "model": "claude-sonnet-5-5"}
{"work_id": 7197424828, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.9, "rationale": "Training methods for quantized and binary neural networks using stochastic quantization.", "model": "claude-sonnet-5-5"}
{"work_id": 4312870744, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "Fast multipliers designed for hardware implementation of neural networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4403331393, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Optimal power flow in electrical power systems solved with PSO and ANN. This is electrical engineering optimization; the fit to the ontology is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 7118589965, "categories": ["deep_learning_architectures", "computer_vision", "edge_computing"], "primary": "deep_learning_architectures", "confidence": 0.6, "rationale": "Pruning combined with meta-learning for few-shot plant disease image classification, deployed on a Raspberry Pi edge device.", "model": "claude-sonnet-5-5"}
{"work_id": 4407405188, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "IMM-LSTM state fusion for maneuvering target tracking. This is signal processing with an LSTM-based model.", "model": "claude-sonnet-5-5"}
{"work_id": 7126095475, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Applied ML for education dropout prediction; no ontology category's main contribution fits clearly.", "model": "claude-sonnet-5-5"}
{"work_id": 4391892579, "categories": ["information_retrieval", "deep_learning_architectures"], "primary": "information_retrieval", "confidence": 0.45, "rationale": "Hypergraph learning with query-guided discovery of POI strategic groups; query-driven retrieval and GNN-style modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 4413152908, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.8, "rationale": "Bias-variance-correlation tradeoff, a statistical learning theory topic.", "model": "claude-sonnet-5-5"}
{"work_id": 4400948005, "categories": [], "primary": null, "confidence": 0.35, "rationale": "Applied deep learning for crypto quantitative investment with sentiment factors; no category clearly fits.", "model": "claude-sonnet-5-5"}
{"work_id": 3042576877, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.7, "rationale": "Learning rules for PCA with objective function, fixed point and stability analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4416583002, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Transformer-based super-resolution of biomass maps fused with multispectral remote-sensing data.", "model": "claude-sonnet-5-5"}
{"work_id": 4408447422, "categories": ["nlp"], "primary": "nlp", "confidence": 0.7, "rationale": "Deep learning automated essay scoring of English writing.", "model": "claude-sonnet-5-5"}
{"work_id": 4296588701, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Graph neural network construction for traffic mobility prediction with IoT data; mostly applied.", "model": "claude-sonnet-5-5"}
{"work_id": 4402273825, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Lyapunov-Krasovskii stability criterion via LMIs for delayed neural networks; formal mathematical analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 2797984158, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Multi-kernel semi-supervised extreme learning machine; kernel method with regularised optimisation.", "model": "claude-sonnet-5-5"}
{"work_id": 7141530726, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.4, "rationale": "Hybrid electrochemical model solved by orthogonal collocation plus a neural network for battery SoC estimation; a numerical-model and ML hybrid for engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 7148783783, "categories": ["deep_learning_architectures", "quantum_computing", "computer_vision"], "primary": "deep_learning_architectures", "confidence": 0.6, "rationale": "Thesis on CNN, STN and LSTM variants for handwriting recognition plus a hybrid classical-quantum neural network.", "model": "claude-sonnet-5-5"}
{"work_id": 4416177815, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Hybrid VMD-KAN-Informer deep model for load forecasting; mainly an application-specific architecture combination.", "model": "claude-sonnet-5-5"}
{"work_id": 3159894882, "categories": ["ai_accelerators", "deep_learning_architectures"], "primary": "ai_accelerators", "confidence": 0.6, "rationale": "GPU acceleration of graph sampling for graph ML training, a hardware-aware systems contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4391810135, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Piano finger coordination modeling with a BP neural network; biomechanics application, not clearly in any CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 3031233905, "categories": ["ai_accelerators", "speech_audio"], "primary": "ai_accelerators", "confidence": 0.55, "rationale": "Spin-wave physical reservoir computing hardware tested on spoken digit recognition; unconventional computing hardware for AI.", "model": "claude-sonnet-5-5"}
{"work_id": 4391129611, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.9, "rationale": "PINN applied to transient gas pipeline flow and compared with finite difference method; scientific machine learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4407360793, "categories": ["scientific_computing", "deep_learning_architectures"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Physics-informed GNN as a fast surrogate for AC power flow solvers.", "model": "claude-sonnet-5-5"}
{"work_id": 4393372557, "categories": ["computational_biology", "edge_computing"], "primary": "computational_biology", "confidence": 0.4, "rationale": "Hyperdimensional computing for classifying fMRI brain graphs; a biomedical data method, with a low-power edge motivation.", "model": "claude-sonnet-5-5"}
{"work_id": 4387116566, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Deep survival models for cancer risk prediction from a biobank cohort; biomedical and health informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 4391129094, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "BP neural network optimized with a genetic algorithm for prediction on chemical reaction data; mostly applied neural network training.", "model": "claude-sonnet-5-5"}
{"work_id": 4414859951, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Physical reservoir computing demonstration in a nanomechanical resonator; no abstract, appears physics rather than CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7161991053, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Health informatics study comparing LSTM/Transformer and frequency models on simulated claims event sequences.", "model": "claude-sonnet-5-5"}
{"work_id": 3195270160, "categories": ["deep_learning_architectures", "algorithms"], "primary": "deep_learning_architectures", "confidence": 0.55, "rationale": "Applies GNNs to the Steiner tree combinatorial problem and compares against 2-approximation.", "model": "claude-sonnet-5-5"}
{"work_id": 4386990763, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.85, "rationale": "Knowledge-graph and deep-learning recommender for tourist attractions evaluated with ranking metrics.", "model": "claude-sonnet-5-5"}
{"work_id": 7220870911, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Overview of AI history and its role in education, with a mismatched title; not clearly research in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 7109160285, "categories": ["ml_theory", "ai_agents"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Variational principle deriving softmax gating as an energy-based dynamical system with an RNN instantiation, for behavioral composition.", "model": "claude-sonnet-5-5"}
{"work_id": 4378192806, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Cluster-based LSTM time series forecasting for dengue; applied public health forecasting.", "model": "claude-sonnet-5-5"}
{"work_id": 4410775015, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.35, "rationale": "CNN for breast cancer prediction on tabular Wisconsin data with hyperparameter tuning; applied.", "model": "claude-sonnet-5-5"}
{"work_id": 4407130511, "categories": ["deep_learning_architectures", "ai_safety"], "primary": "deep_learning_architectures", "confidence": 0.8, "rationale": "Thesis on graph neural differential equation networks for representation learning and adversarial robustness.", "model": "claude-sonnet-5-5"}
{"work_id": 3047152076, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Theoretical physics-style treatment of learning dynamics of neural networks as a model of the universe; loosely ML theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4380551192, "categories": ["ml_theory", "deep_learning_architectures"], "primary": "ml_theory", "confidence": 0.8, "rationale": "Proves results about parameter-space symmetries and functional dimension of ReLU networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4405619363, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.5, "rationale": "Cultural analysis of generative AI music systems and their impact; weak CS research but concerns generative AI.", "model": "claude-sonnet-5-5"}
{"work_id": 7149698496, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.5, "rationale": "Graph-based multi-channel fusion network with Graph Transformer for fault diagnosis under imbalance.", "model": "claude-sonnet-5-5"}
{"work_id": 2802497406, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.85, "rationale": "CNN pruning and compression framework.", "model": "claude-sonnet-5-5"}
{"work_id": 4408222477, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.92, "rationale": "Adaptive learning rate scheduler for federated learning using PID control.", "model": "claude-sonnet-5-5"}
{"work_id": 4283646524, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.75, "rationale": "Deep-learning classification of esophageal lesions in endoscopic images, medical image analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4389157323, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Wind speed forecasting with a TCN-GRU model and denoising; an application of neural architectures.", "model": "claude-sonnet-5-5"}
{"work_id": 2907877223, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.45, "rationale": "Multi-reservoir echo state network (recurrent architecture) for fuel cell remaining useful life prediction.", "model": "claude-sonnet-5-5"}
{"work_id": 4414684252, "categories": ["scientific_computing", "deep_learning_architectures"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Hypernetwork surrogate for forecasting parametric dynamical systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3183119475, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Theoretical analysis of co-evolving opinion and signed-network dynamics; the closest fit is algorithms/combinatorics, but the paper is only loosely CS.", "model": "claude-sonnet-5-5"}
{"work_id": 2898975570, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.95, "rationale": "Analysis of Quickselect variants with multiple pivots and cache efficiency.", "model": "claude-sonnet-5-5"}
{"work_id": 2895538521, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Spectral graph theory in pure discrete mathematics, not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4401726474, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Recovery guarantees for sparse tensors via OMP and mutual incoherence; this is a theoretical sparse-recovery and information-theory result.", "model": "claude-sonnet-5-5"}
{"work_id": 4400170167, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Search algorithm for efficient retrieval over large datasets, using deep learning and distributed computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4385209635, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Automatic QUBO formulations for combinatorial optimization on Ising machines.", "model": "claude-sonnet-5-5"}
{"work_id": 7115725860, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.9, "rationale": "Online algorithms with competitive analysis and metaheuristics for dynamic routing and optimization problems.", "model": "claude-sonnet-5-5"}
{"work_id": 2998687774, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.9, "rationale": "Book on theoretical algorithms for big data, including streaming.", "model": "claude-sonnet-5-5"}
{"work_id": 4205264571, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.92, "rationale": "Single-sample prophet inequalities and online selection, with algorithmic game theory and mechanism design.", "model": "claude-sonnet-5-5"}
{"work_id": 4313546928, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Evolutionary algorithm for dynamic multiobjective optimization, using neural-network prediction, with a multirobot scheduling application.", "model": "claude-sonnet-5-5"}
{"work_id": 3040673611, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Memetic swarm optimizer (metaheuristic) for a combinatorial network optimization problem; fits combinatorial optimisation and metaheuristics.", "model": "claude-sonnet-5-5"}
{"work_id": 3162282920, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Applies the Harris Hawks metaheuristic to solve Hyper Sudoku; a metaheuristic combinatorial optimisation study.", "model": "claude-sonnet-5-5"}
{"work_id": 4415799037, "categories": ["algorithms", "scientific_computing"], "primary": "algorithms", "confidence": 0.7, "rationale": "Provably sublinear-time local solvers for graph diffusion equations; graph algorithm design with a numerical-solver flavour.", "model": "claude-sonnet-5-5"}
{"work_id": 4415332021, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.8, "rationale": "Query-efficient graph reconstruction and seriation algorithm with provable guarantees.", "model": "claude-sonnet-5-5"}
{"work_id": 3197190047, "categories": ["algorithms", "computer_networks"], "primary": "algorithms", "confidence": 0.55, "rationale": "Multiobjective evolutionary algorithm that optimizes robustness and transmission capacity of networks; the algorithm is the main contribution, with a network-design application.", "model": "claude-sonnet-5-5"}
{"work_id": 7163898549, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Addition-multiplication chains and bounds on their lengths; combinatorics and number theory underlying computation of powers.", "model": "claude-sonnet-5-5"}
{"work_id": 2890999007, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Quantum-inspired local search combined with binary PSO; metaheuristic optimisation, not quantum computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7218127097, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Graph theory result on distance domination numbers of corona graphs; combinatorics that underpins algorithms.", "model": "claude-sonnet-5-5"}
{"work_id": 4400392879, "categories": [], "primary": null, "confidence": 0.4, "rationale": "No abstract; a popular-science style title, so there is not enough information to assign a category.", "model": "claude-sonnet-5-5"}
{"work_id": 3151742782, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.9, "rationale": "Dissertation on adaptive approximation algorithms for stochastic submodular ranking, routing and decision trees.", "model": "claude-sonnet-5-5"}
{"work_id": 2911086832, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "A novel metaheuristic optimizer applied to PID tuning; the contribution is a heuristic optimization algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 3200096258, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.35, "rationale": "Computational algebraic geometry of tensor varieties, published in the Journal of Symbolic Computation; this is the nearest fit, though it is mostly pure mathematics.", "model": "claude-sonnet-5-5"}
{"work_id": 3136531308, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.85, "rationale": "Computing the continuous mean distance of a weighted graph using graph and computational-geometry algorithms, with time bounds.", "model": "claude-sonnet-5-5"}
{"work_id": 7130513340, "categories": ["computational_complexity", "algorithms"], "primary": "computational_complexity", "confidence": 0.6, "rationale": "Proves NP-completeness for k-rainbow total domination and gives graph bounds and a counterexample to a conjecture.", "model": "claude-sonnet-5-5"}
{"work_id": 6947983997, "categories": ["algorithms", "ml_theory"], "primary": "algorithms", "confidence": 0.6, "rationale": "Online learning of bidding strategies in karma auctions, with equilibrium analysis; combines algorithmic game theory and online learning theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4392544619, "categories": [], "primary": null, "confidence": 0.6, "rationale": "A description of a matrix operation, which is mathematical and not clearly computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3180083090, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "A new evolutionary algorithm (an EDA, UMDA variant) for smart grid optimization problems.", "model": "claude-sonnet-5-5"}
{"work_id": 4254111132, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.55, "rationale": "A tutorial on representations in evolutionary algorithms, a metaheuristics topic.", "model": "claude-sonnet-5-5"}
{"work_id": 2981962366, "categories": [], "primary": null, "confidence": 0.6, "rationale": "A computing-education study of student strategies, which fits no category in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4414079667, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "An engineering design optimization using an improved simulated annealing algorithm with a Kriging surrogate model.", "model": "claude-sonnet-5-5"}
{"work_id": 4396597290, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.4, "rationale": "Adaptive dynamic programming for differential game guidance; aerospace control, closest to RL/ADP.", "model": "claude-sonnet-5-5"}
{"work_id": 4409058110, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Review of RUL prediction for rotating machinery; mechanical engineering/instrumentation, not CS-core.", "model": "claude-sonnet-5-5"}
{"work_id": 3044771921, "categories": [], "primary": null, "confidence": 0.5, "rationale": "CS education study on teaching contexts; no ontology category fits.", "model": "claude-sonnet-5-5"}
{"work_id": 3087997050, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.7, "rationale": "Comparative study of metaheuristic optimization algorithms.", "model": "claude-sonnet-5-5"}
{"work_id": 7203700339, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.92, "rationale": "W[1]-hardness and ETH lower bounds for norm maximization.", "model": "claude-sonnet-5-5"}
{"work_id": 4410943262, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Applies multi-objective metaheuristics to a chemical reactor optimization; mainly chemical engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 2758153130, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Monte Carlo method for bounds on stochastic dynamic programming; numerical/financial math.", "model": "claude-sonnet-5-5"}
{"work_id": 4404370937, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.65, "rationale": "Differential evolution metaheuristic for constrained optimization with IoT layout application.", "model": "claude-sonnet-5-5"}
{"work_id": 7161020069, "categories": ["algorithms", "computational_complexity"], "primary": "algorithms", "confidence": 0.7, "rationale": "Social choice efficiency analysis with NP-completeness, APX-hardness and FPT algorithms.", "model": "claude-sonnet-5-5"}
{"work_id": 2978556928, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.85, "rationale": "Metaheuristic (CRO) for the maximum independent set problem.", "model": "claude-sonnet-5-5"}
{"work_id": 2974268229, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.9, "rationale": "Online local routing in sparse planar geometric graphs; geometric graph algorithm design.", "model": "claude-sonnet-5-5"}
{"work_id": 3035652685, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Graph labeling results (combinatorics of graphs); closest fit is the combinatorics underpinning algorithms, though it is mostly pure math.", "model": "claude-sonnet-5-5"}
{"work_id": 3123947211, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Smoothing function and Jacobian consistency for complementarity problems; numerical optimization methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4320041016, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.45, "rationale": "Graph domination number bounds, combinatorics of graphs.", "model": "claude-sonnet-5-5"}
{"work_id": 4415250135, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Antenna array optimization with CRLBs is signal processing/electromagnetics, not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7024143063, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.93, "rationale": "Quasi-polynomial time algorithms for Independent Set in hereditary graph classes.", "model": "claude-sonnet-5-5"}
{"work_id": 2982343211, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.7, "rationale": "Exact algorithm via MILP for arrow placement in graph drawing; combinatorial optimization.", "model": "claude-sonnet-5-5"}
{"work_id": 3115336282, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Interior-point algorithm for linear optimization with iteration complexity analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 3166282595, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Code and data on estimating metaheuristic ability to guide heuristics; combinatorial optimization metaheuristics.", "model": "claude-sonnet-5-5"}
{"work_id": 4413144369, "categories": ["algorithms", "computer_architecture"], "primary": "algorithms", "confidence": 0.5, "rationale": "Compressed QUBO formulation for TSP on Ising machines; combinatorial optimization with a hardware-oriented angle.", "model": "claude-sonnet-5-5"}
{"work_id": 7115594566, "categories": ["llm", "nlp", "cybersecurity"], "primary": "llm", "confidence": 0.6, "rationale": "Prompt-engineering framework using GPT to build knowledge graphs/ontologies, with a cybersecurity case study.", "model": "claude-sonnet-5-5"}
{"work_id": 4399491257, "categories": ["llm", "hci"], "primary": "llm", "confidence": 0.5, "rationale": "Custom GPT chatbot as an educational resource, evaluated through expert interviews and student surveys.", "model": "claude-sonnet-5-5"}
{"work_id": 7113152375, "categories": ["llm", "information_retrieval"], "primary": "llm", "confidence": 0.6, "rationale": "RAG-based university chatbot built with an LLM and a hybrid knowledge base.", "model": "claude-sonnet-5-5"}
{"work_id": 4402670518, "categories": ["nlp", "llm"], "primary": "nlp", "confidence": 0.6, "rationale": "Synthetic annotated text generation from knowledge graphs with LLMs for information extraction.", "model": "claude-sonnet-5-5"}
{"work_id": 7149228871, "categories": ["nlp", "llm"], "primary": "nlp", "confidence": 0.5, "rationale": "Dataset for distinguishing human-written from LLM-generated metaphors via annotation and classification.", "model": "claude-sonnet-5-5"}
{"work_id": 4416889670, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Non-CS essay on simplified math methods and education; no clear computer-science contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7221549073, "categories": ["llm", "ai_safety"], "primary": "ai_safety", "confidence": 0.85, "rationale": "Mechanistic analysis of refusal and jailbreak pathways in aligned LLMs.", "model": "claude-sonnet-5-5"}
{"work_id": 7161067881, "categories": ["llm", "information_retrieval"], "primary": "llm", "confidence": 0.7, "rationale": "Benchmark and system for LLM memory retrieval precision.", "model": "claude-sonnet-5-5"}
{"work_id": 7131836878, "categories": ["llm", "nlp"], "primary": "llm", "confidence": 0.8, "rationale": "Prompting framework improving LLM reasoning on math word problems.", "model": "claude-sonnet-5-5"}
{"work_id": 4387799763, "categories": ["llm", "ai_safety", "nlp"], "primary": "llm", "confidence": 0.75, "rationale": "Evaluates the faithfulness of ChatGPT self-explanations against traditional explanation methods on sentiment analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4409475173, "categories": ["llm", "information_retrieval"], "primary": "llm", "confidence": 0.8, "rationale": "RAG-based LLM educational chatbot evaluated with retrieval and faithfulness metrics.", "model": "claude-sonnet-5-5"}
{"work_id": 4394729406, "categories": ["information_retrieval", "nlp"], "primary": "information_retrieval", "confidence": 0.75, "rationale": "BERT-based keyword search for movies using reviews and rankings; a retrieval task.", "model": "claude-sonnet-5-5"}
{"work_id": 4416454327, "categories": ["llm", "ai_safety"], "primary": "llm", "confidence": 0.8, "rationale": "Benchmark and metrics for evaluating cultural understanding and alignment in LLMs.", "model": "claude-sonnet-5-5"}
{"work_id": 7138061291, "categories": ["llm", "software_engineering"], "primary": "llm", "confidence": 0.7, "rationale": "Prompting strategies with execution feedback for LLM code generation in a shared task; Bangla input.", "model": "claude-sonnet-5-5"}
{"work_id": 3109984837, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.85, "rationale": "Palmprint biometric identification via geometric analysis of palm images.", "model": "claude-sonnet-5-5"}
{"work_id": 4404852650, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "BERT and CNN hybrid models for Chinese scientific paper text classification.", "model": "claude-sonnet-5-5"}
{"work_id": 7165886470, "categories": ["deep_learning_architectures", "llm"], "primary": "deep_learning_architectures", "confidence": 0.75, "rationale": "Analysis of looped transformer recurrence, normalization and readout supervision; architectural focus.", "model": "claude-sonnet-5-5"}
{"work_id": 7128818302, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "Fine-tuned T5 abstractive summarization of social media text with an evaluation framework.", "model": "claude-sonnet-5-5"}
{"work_id": 7214900323, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Survey of student LLM use in language learning; education research, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4414501685, "categories": ["nlp", "llm"], "primary": "nlp", "confidence": 0.6, "rationale": "Automated review labeling combining keyword detection and LLM prompting or fine-tuning; text classification framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4416245062, "categories": ["llm", "ai_accelerators", "ml_theory"], "primary": "llm", "confidence": 0.8, "rationale": "Online draft model selection for speculative decoding in LLM inference, with regret guarantees and system-efficient implementations.", "model": "claude-sonnet-5-5"}
{"work_id": 7117738325, "categories": ["autonomous_scientific_discovery", "llm", "reinforcement_learning"], "primary": "autonomous_scientific_discovery", "confidence": 0.8, "rationale": "Trains AI co-scientist models to generate research plans via RL with rubric self-grading.", "model": "claude-sonnet-5-5"}
{"work_id": 4391976463, "categories": ["nlp", "llm"], "primary": "nlp", "confidence": 0.7, "rationale": "Human evaluation of ChatGPT's machine translation quality across domains.", "model": "claude-sonnet-5-5"}
{"work_id": 7110969657, "categories": ["llm", "nlp"], "primary": "nlp", "confidence": 0.6, "rationale": "Evaluates ChatGPT on Romanian verb conjugation, a computational linguistics and LLM evaluation task.", "model": "claude-sonnet-5-5"}
{"work_id": 4414790785, "categories": ["ai_agents", "llm"], "primary": "ai_agents", "confidence": 0.8, "rationale": "Architecture and study of autonomous LLM agent behavior without external tasks.", "model": "claude-sonnet-5-5"}
{"work_id": 7214894185, "categories": ["llm", "information_retrieval"], "primary": "llm", "confidence": 0.7, "rationale": "Enhances oncology LLMs with a retrieved tree-relational structure, improving over RAG and GraphRAG.", "model": "claude-sonnet-5-5"}
{"work_id": 7153669768, "categories": ["llm", "reinforcement_learning", "ai_safety"], "primary": "llm", "confidence": 0.65, "rationale": "Self-training of generative reward models for LLM alignment using consistency-aware rewards.", "model": "claude-sonnet-5-5"}
{"work_id": 7155055855, "categories": ["llm", "deep_learning_architectures"], "primary": "llm", "confidence": 0.7, "rationale": "Knowledge distillation between LLMs with different tokenizers, analyzing cross-model attention and proposing a GAN-based method.", "model": "claude-sonnet-5-5"}
{"work_id": 7166569973, "categories": ["multimodal_ai", "llm", "information_retrieval"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Multimodal LLM/VLM/audio framework with multimodal RAG for customer service and incident management.", "model": "claude-sonnet-5-5"}
{"work_id": 7171730128, "categories": ["information_retrieval", "database_systems"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Proposes human-preference-aligned evaluation of tabular embeddings for similarity search.", "model": "claude-sonnet-5-5"}
{"work_id": 7128492423, "categories": ["llm", "information_retrieval"], "primary": "llm", "confidence": 0.7, "rationale": "RAG-based chatbot using Mistral LLM and vector retrieval for curriculum-aligned question answering.", "model": "claude-sonnet-5-5"}
{"work_id": 4399996928, "categories": ["nlp"], "primary": "nlp", "confidence": 0.7, "rationale": "Fine-tuning BERT for consumer sentiment and behavior analysis is a classical text classification task.", "model": "claude-sonnet-5-5"}
{"work_id": 4387819913, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Qualitative study of pre-service teachers' use of ChatGPT in education, a user study of human-AI use.", "model": "claude-sonnet-5-5"}
{"work_id": 7124885328, "categories": ["llm"], "primary": "llm", "confidence": 0.92, "rationale": "Survey of domain-specific LLMs covering continual pre-training and prompt engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 3185341429, "categories": ["llm", "nlp"], "primary": "llm", "confidence": 0.88, "rationale": "Survey of prompting methods for pre-trained language models, covering few-shot and zero-shot learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7117486691, "categories": ["llm", "ai_agents"], "primary": "ai_agents", "confidence": 0.75, "rationale": "Overview of LLM-based agentic AI and multi-agent collaboration, with a comparison of fine-tuning and RAG.", "model": "claude-sonnet-5-5"}
{"work_id": 4417258277, "categories": ["llm", "ml_theory"], "primary": "llm", "confidence": 0.8, "rationale": "Controlled pre-training study of memorization versus generalization and capacity in transformer language models.", "model": "claude-sonnet-5-5"}
{"work_id": 4403025669, "categories": ["llm"], "primary": "llm", "confidence": 0.8, "rationale": "Chapter on human evaluation methods for testing LLMs.", "model": "claude-sonnet-5-5"}
{"work_id": 4401044042, "categories": ["multimodal_ai", "llm", "speech_audio"], "primary": "multimodal_ai", "confidence": 0.88, "rationale": "Aligns a music audio encoder with a frozen LLM for music captioning and question answering, a multimodal audio-text task.", "model": "claude-sonnet-5-5"}
{"work_id": 7165003687, "categories": ["llm", "nlp"], "primary": "llm", "confidence": 0.8, "rationale": "Survey of LLM-powered question answering pipelines organized by a query-processing taxonomy.", "model": "claude-sonnet-5-5"}
{"work_id": 4416251417, "categories": ["ai_agents", "llm"], "primary": "ai_agents", "confidence": 0.5, "rationale": "LLM-integrated decision framework with ReAct-style prompting and a bandit patrol-allocation algorithm for wildlife trade policy.", "model": "claude-sonnet-5-5"}
{"work_id": 7138971369, "categories": ["llm"], "primary": "llm", "confidence": 0.6, "rationale": "Case study of prompting LLMs to author educational tasks, with expert evaluation of the output.", "model": "claude-sonnet-5-5"}
{"work_id": 7125957422, "categories": ["ai_agents", "llm"], "primary": "ai_agents", "confidence": 0.6, "rationale": "Multi-agent architecture that integrates LLMs for natural-language interaction with smart meter data.", "model": "claude-sonnet-5-5"}
{"work_id": 4414992583, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Educational systematic review of AI tools in K-12 language teaching, grounded in sociocultural theory; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4387935330, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Legal and educational discussion of AI in inclusive education, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4391421531, "categories": ["llm"], "primary": "llm", "confidence": 0.92, "rationale": "Introduces a family of LLMs pre-trained and aligned for writing, with RAG and tool use support.", "model": "claude-sonnet-5-5"}
{"work_id": 4395022812, "categories": ["llm"], "primary": "llm", "confidence": 0.88, "rationale": "Proposes a stronger random baseline for evaluating in-context learning of language models.", "model": "claude-sonnet-5-5"}
{"work_id": 4414463094, "categories": ["nlp"], "primary": "nlp", "confidence": 0.8, "rationale": "Arabic dialect classification comparing RNNs, transformers and LLMs; the task framing dominates.", "model": "claude-sonnet-5-5"}
{"work_id": 7199029551, "categories": ["llm"], "primary": "llm", "confidence": 0.4, "rationale": "Title concerns linguistic representations in LLMs, but there is no abstract; likely an interpretability or philosophy-of-language piece.", "model": "claude-sonnet-5-5"}
{"work_id": 2904234310, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Representation learning to build sentiment dictionaries from customer reviews.", "model": "claude-sonnet-5-5"}
{"work_id": 7140096463, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.8, "rationale": "Network pharmacology, docking and itemset mining on EMRs for TCM prescriptions; biomedical informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 4312852711, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Interpretable rule-based prediction model on EMR data for ICU stay; biomedical/health informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 7167456159, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.85, "rationale": "Molecular docking and in silico drug candidate analysis against bacterial targets.", "model": "claude-sonnet-5-5"}
{"work_id": 4296776208, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.88, "rationale": "Local ancestry inference method on genomic haplotype data.", "model": "claude-sonnet-5-5"}
{"work_id": 4386760409, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.85, "rationale": "Network pharmacology and docking for a herbal mixture; computational drug discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4402637119, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Radiomics and deep learning for classifying breast masses in mammography/tomosynthesis images.", "model": "claude-sonnet-5-5"}
{"work_id": 4410249860, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "QSAR, docking and text mining workflow for phytochemical virtual libraries, with an educational use.", "model": "claude-sonnet-5-5"}
{"work_id": 7164761540, "categories": ["foundation_models", "computational_biology", "multimodal_ai"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Pathology foundation model aligning histopathology with DNA methylation; multimodal and biomedical.", "model": "claude-sonnet-5-5"}
{"work_id": 4394782468, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.85, "rationale": "Digital twin simulation and ILP optimization of neoantigen vaccine composition.", "model": "claude-sonnet-5-5"}
{"work_id": 4400594688, "categories": ["computational_biology", "ml_theory"], "primary": "computational_biology", "confidence": 0.8, "rationale": "Bayesian multi-layer network model for community connectivity in spatial transcriptomics data.", "model": "claude-sonnet-5-5"}
{"work_id": 3127450329, "categories": ["hci"], "primary": "hci", "confidence": 0.45, "rationale": "Empirical study of clinician EHR proficiency after training; human factors of an interactive system, borderline CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3081811896, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.45, "rationale": "Review of computer-aided synthesis planning using AI for organic chemistry; closest to molecular modelling and drug discovery methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4308207210, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Structure-based virtual screening for drug discovery with biological assays.", "model": "claude-sonnet-5-5"}
{"work_id": 3005160664, "categories": ["computational_biology", "computer_graphics"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Geostatistical visualization of tumor ecology with an agent-based model; bioinformatics tool.", "model": "claude-sonnet-5-5"}
{"work_id": 4391930238, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Review of ML and deep learning for lung nodule detection in CT and X-ray images.", "model": "claude-sonnet-5-5"}
{"work_id": 4389577171, "categories": ["computational_biology", "deep_learning_architectures"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Continual learning of deep models for cuffless blood pressure estimation from PPG/ECG; biomedical informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 4389302773, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Free energy perturbation binding free energy calculation for structure-based drug design.", "model": "claude-sonnet-5-5"}
{"work_id": 4411492298, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.4, "rationale": "Software tool for mass spectrometry data quality checking; cheminformatics and bioinformatics tooling.", "model": "claude-sonnet-5-5"}
{"work_id": 3163978416, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Data model mapping between SDTM and FHIR; data integration for health informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 4411977602, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Computational drug repurposing using docking and molecular dynamics simulations.", "model": "claude-sonnet-5-5"}
{"work_id": 7135254915, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.8, "rationale": "In silico molecular docking of plant phenolic compounds against enzymes; computational drug discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4411893160, "categories": ["computer_vision", "computational_biology"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Automated segmentation and morphological analysis of dendritic spine microscopy images via skeletonization.", "model": "claude-sonnet-5-5"}
{"work_id": 7162037404, "categories": ["computational_biology", "deep_learning_architectures"], "primary": "computational_biology", "confidence": 0.75, "rationale": "Inductive gene-disease association prediction using phenotype ontology graph embeddings; bioinformatics method.", "model": "claude-sonnet-5-5"}
{"work_id": 4388076232, "categories": ["computational_biology", "deep_learning_architectures"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Graph neural method for lncRNA-disease association prediction; biomedical application.", "model": "claude-sonnet-5-5"}
{"work_id": 3153063642, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.8, "rationale": "Computational characterization of ligand binding for drug design on a receptor.", "model": "claude-sonnet-5-5"}
{"work_id": 7221541424, "categories": ["computational_biology", "generative_ai"], "primary": "computational_biology", "confidence": 0.75, "rationale": "Computational drug discovery with docking, ADMET prediction and retrosynthesis, using generative analogue design.", "model": "claude-sonnet-5-5"}
{"work_id": 3177565309, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.8, "rationale": "Docking and molecular dynamics of designed protease inhibitors; computational drug discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4318046762, "categories": ["hci", "multimodal_ai"], "primary": "hci", "confidence": 0.5, "rationale": "Annotation tool and dataset for human-AI collaborative pathology diagnosis with captioning and classification; trust study.", "model": "claude-sonnet-5-5"}
{"work_id": 7221738702, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Systems biology network and biomedical data mining for cross-species drug target discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4302425986, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.65, "rationale": "Network pharmacology bioinformatics analysis of coix seed targets in colorectal cancer.", "model": "claude-sonnet-5-5"}
{"work_id": 3174432239, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Curated database of reconstructed patient-level trial data; data resource, borderline CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7160950788, "categories": ["deep_learning_architectures", "computational_biology", "scientific_computing"], "primary": "deep_learning_architectures", "confidence": 0.5, "rationale": "Introduces a GNN (QT-Net) and an evaluation protocol for atomic property prediction in chemistry.", "model": "claude-sonnet-5-5"}
{"work_id": 4405278807, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Conference proceedings blurb on chemical activity prediction; no CS content evident.", "model": "claude-sonnet-5-5"}
{"work_id": 4220748066, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Bioinformatics and network pharmacology analysis of a drug's mechanism.", "model": "claude-sonnet-5-5"}
{"work_id": 4411249474, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Virtual screening, docking and MD for antiviral drug discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 2783094078, "categories": ["computational_biology", "computer_networks"], "primary": "computational_biology", "confidence": 0.6, "rationale": "DNA data storage and retrieval via bacterial nanonetworks; molecular computing/communication.", "model": "claude-sonnet-5-5"}
{"work_id": 7135069038, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Survey of healthcare workers' perceptions of digital pathology and AI technology adoption.", "model": "claude-sonnet-5-5"}
{"work_id": 3173374233, "categories": ["generative_ai", "computational_biology"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Autoregressive graph generative model with Metropolis sampling for molecule optimization.", "model": "claude-sonnet-5-5"}
{"work_id": 2985643449, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Pharmacophore modelling for inhibitor identification in computational drug discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 7211895300, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.7, "rationale": "In silico docking, MM/GBSA and ADMET prediction for gyrase inhibitors.", "model": "claude-sonnet-5-5"}
{"work_id": 4402911702, "categories": ["ml_theory", "computational_biology"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Statistical method for sparse multivariate additive regression with joint covariance estimation; applied to proteomics data.", "model": "claude-sonnet-5-5"}
{"work_id": 4295929866, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Deep learning segmentation of vessels and tissue in endoscopic images.", "model": "claude-sonnet-5-5"}
{"work_id": 3159313223, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.9, "rationale": "In silico molecular docking and ADME/T analysis for drug discovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4378771166, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.88, "rationale": "Drug repurposing using molecular docking and ML QSAR regression.", "model": "claude-sonnet-5-5"}
{"work_id": 3110762405, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.85, "rationale": "Deep neural networks predicting protein hydration thermodynamics for molecular modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 4412915491, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Clinical decision support system and data analysis for COVID-19; biomedical informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 4393899952, "categories": ["computer_vision", "computational_biology"], "primary": "computer_vision", "confidence": 0.5, "rationale": "Image-processing algorithm for quantifying mitochondria in pathology images.", "model": "claude-sonnet-5-5"}
{"work_id": 4367393431, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.9, "rationale": "Ensemble learning to predict miRNA-disease associations; bioinformatics.", "model": "claude-sonnet-5-5"}
{"work_id": 3020560080, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Review of AI for breast medical imaging diagnosis.", "model": "claude-sonnet-5-5"}
{"work_id": 3159857369, "categories": ["ml_theory", "computational_biology"], "primary": "ml_theory", "confidence": 0.55, "rationale": "Review of regularization techniques for robust modelling in life science data.", "model": "claude-sonnet-5-5"}
{"work_id": 2786392319, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Vague essay on AI, robots and climate; no clear CS research contribution fitting a category.", "model": "claude-sonnet-5-5"}
{"work_id": 3093665008, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.35, "rationale": "Literature review on uncertainty management in AI-enabled decision making; weak fit to autonomous decision systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4387951271, "categories": [], "primary": null, "confidence": 0.6, "rationale": "HVAC building simulation with TRNSYS; engineering, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4386212618, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.85, "rationale": "Estimates carbon emissions of website data transfer and proposes green web practices.", "model": "claude-sonnet-5-5"}
{"work_id": 7168018191, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Media and cultural studies literature review, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4410538484, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Multi-criteria decision analysis of energy sources; energy policy, not CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4313647803, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Experimental study of how online review cues affect users' purchase intention; consumer behaviour, loosely HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 4404238308, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Review of solar power forecasting methods; energy domain application of ML, no CS category clearly fits.", "model": "claude-sonnet-5-5"}
{"work_id": 4412066060, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.92, "rationale": "Testbed measuring energy and carbon footprint of data-centre throughput computing, including AI inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4403003621, "categories": ["hci", "sustainable_computing"], "primary": "hci", "confidence": 0.85, "rationale": "Focus group user study on IoT repairability and software obsolescence, with sustainability motivation.", "model": "claude-sonnet-5-5"}
{"work_id": 3154667522, "categories": ["sustainable_computing", "cloud_computing"], "primary": "sustainable_computing", "confidence": 0.5, "rationale": "Green IT and a cloud LMS model for a sustainable learning environment; weak CS research but touches sustainable and cloud computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7215545478, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Community service teacher training on e-learning; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3111008797, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.35, "rationale": "LSTM occupancy prediction for HVAC energy saving; applied time-series ML, with building energy as the application and no better-fitting category.", "model": "claude-sonnet-5-5"}
{"work_id": 4409494225, "categories": ["deep_learning_architectures", "ai_safety", "ai_accelerators"], "primary": "deep_learning_architectures", "confidence": 0.7, "rationale": "Neural architecture search for adversarially robust approximate DNNs on systolic-array hardware accelerators.", "model": "claude-sonnet-5-5"}
{"work_id": 4308155833, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Remote sensing CO2 reconstruction for earth observation; domain geoscience, not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7034426089, "categories": ["software_engineering", "sustainable_computing", "formal_verification"], "primary": "software_engineering", "confidence": 0.65, "rationale": "Model-based (probabilistic LTS) analysis of software energy consumption for developers.", "model": "claude-sonnet-5-5"}
{"work_id": 4400064539, "categories": ["sustainable_computing", "computer_networks", "deep_learning_architectures"], "primary": "sustainable_computing", "confidence": 0.6, "rationale": "Energy-aware transformer model selection for green semantic communication; focus on energy footprint.", "model": "claude-sonnet-5-5"}
{"work_id": 4387983484, "categories": ["software_engineering", "sustainable_computing"], "primary": "software_engineering", "confidence": 0.8, "rationale": "Empirical study of energy consumption evolution of Kotlin Android apps across releases.", "model": "claude-sonnet-5-5"}
{"work_id": 3080194848, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Agricultural remote sensing of soil respiration with regression; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4406505865, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Organizational readiness survey for digital transformation in a university; information systems or management study, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7141737583, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Business and management book on AI strategy, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 6925471442, "categories": ["sustainable_computing", "software_engineering"], "primary": "sustainable_computing", "confidence": 0.7, "rationale": "Course design on Green Coding and energy-efficient software; the topic is green software.", "model": "claude-sonnet-5-5"}
{"work_id": 7135017252, "categories": ["reinforcement_learning", "llm", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.6, "rationale": "LLM-generated rewards embedded in multi-agent RL for low-carbon energy scheduling.", "model": "claude-sonnet-5-5"}
{"work_id": 4408774499, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Econometric ARDL study of emissions and economy; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4309156398, "categories": ["sustainable_computing", "cloud_computing"], "primary": "sustainable_computing", "confidence": 0.65, "rationale": "Server power estimation and management system in data centers to reduce power consumption.", "model": "claude-sonnet-5-5"}
{"work_id": 2996084711, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.55, "rationale": "Review of smartphone power consumption, management and batteries.", "model": "claude-sonnet-5-5"}
{"work_id": 7220836233, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education management library study, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4409426101, "categories": ["sustainable_computing", "cloud_computing"], "primary": "sustainable_computing", "confidence": 0.75, "rationale": "Game-theoretic energy and workload management of geo-distributed data centers with renewables and emissions.", "model": "claude-sonnet-5-5"}
{"work_id": 3001058942, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Library science introduction on technical reports, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2948997629, "categories": ["hci", "sustainable_computing"], "primary": "hci", "confidence": 0.5, "rationale": "Critical analysis of a smart city project and its social and sustainability dimensions in ICT4S.", "model": "claude-sonnet-5-5"}
{"work_id": 3025387569, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.5, "rationale": "Essay on digital ecology and the place of digital technology in a socio-ecological transition; touches on computing's footprint.", "model": "claude-sonnet-5-5"}
{"work_id": 4416214949, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Power-system demand response and carbon trading for an industrial load; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4386108360, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.92, "rationale": "Renewable energy sizing and cost for data centres, directly about the carbon footprint of computing infrastructure.", "model": "claude-sonnet-5-5"}
{"work_id": 2905015752, "categories": ["sustainable_computing", "edge_computing"], "primary": "sustainable_computing", "confidence": 0.45, "rationale": "Measures performance and power consumption of CPU vs GPU image processing on smartphones; energy-efficiency evaluation of on-device computation.", "model": "claude-sonnet-5-5"}
{"work_id": 2950028967, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Demand-side carbon footprint management in power systems; not about computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4392157044, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Econometric study of ICT, gender inclusion and CO2 emissions; economics, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4207059814, "categories": ["sustainable_computing", "software_engineering"], "primary": "sustainable_computing", "confidence": 0.75, "rationale": "Tool for estimating the energy consumption of Android apps; green software engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 4415684933, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Economics/finance policy study using DID; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 2990816793, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.85, "rationale": "Survey of e-waste from ICT devices, covering material footprint and recycling.", "model": "claude-sonnet-5-5"}
{"work_id": 4323665427, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Urban green space and building carbon emissions; environmental science, not computing systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4399765326, "categories": [], "primary": null, "confidence": 0.85, "rationale": "PV panel yield simulation under climate factors is energy engineering, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7124145190, "categories": ["sustainable_computing", "ai_accelerators"], "primary": "sustainable_computing", "confidence": 0.88, "rationale": "Energy efficiency metric for AI servers running LLM workloads on NPUs; Green AI measurement.", "model": "claude-sonnet-5-5"}
{"work_id": 4406559909, "categories": [], "primary": null, "confidence": 0.75, "rationale": "RBF neural network MPPT controller for PV systems is electrical engineering control, not core CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7117113370, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Ecological habitat suitability assessment for dolphins; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4390978249, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Provincial carbon emission forecasting with LEAP; energy policy, not computing.", "model": "claude-sonnet-5-5"}
{"work_id": 3036320021, "categories": ["sustainable_computing", "cloud_computing", "algorithms"], "primary": "sustainable_computing", "confidence": 0.75, "rationale": "Energy-aware metaheuristic green scheduling in virtual cloud with hardware energy regulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4361987249, "categories": [], "primary": null, "confidence": 0.7, "rationale": "ANFIS-GA prediction of PV output is an energy application with standard methods; not CS research focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4399284355, "categories": [], "primary": null, "confidence": 0.65, "rationale": "Forecasting agricultural carbon emissions with LSTM; environmental application, not computing footprint.", "model": "claude-sonnet-5-5"}
{"work_id": 4390621478, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.6, "rationale": "Awareness challenge on environmental impacts of digital technologies; education about computing footprint.", "model": "claude-sonnet-5-5"}
{"work_id": 2990724040, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.9, "rationale": "Reduces data-centre power losses via UPS consolidation; data-centre energy efficiency.", "model": "claude-sonnet-5-5"}
{"work_id": 7163329089, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational survey study of an LMS in a school; not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4367163963, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Shot optimization for training quantum machine learning models, which is quantum software and QML.", "model": "claude-sonnet-5-5"}
{"work_id": 4225771907, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Generation, transmission and detection of space-encoded quantum states for quantum communications.", "model": "claude-sonnet-5-5"}
{"work_id": 4415252535, "categories": ["quantum_computing", "federated_learning"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Distributed quantum ML with knowledge-distillation aggregation across heterogeneous clients, a federated-learning setup using variational quantum circuits.", "model": "claude-sonnet-5-5"}
{"work_id": 7116076303, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Quantum radiometric calibration of photodiodes is quantum optics and metrology, not a computational framing.", "model": "claude-sonnet-5-5"}
{"work_id": 3206680160, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Quantum key distribution protocol with thermal sources, which falls under quantum communication.", "model": "claude-sonnet-5-5"}
{"work_id": 4417308968, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.92, "rationale": "Quantum circuit partitioning and circuit cutting with hybrid execution on NISQ devices.", "model": "claude-sonnet-5-5"}
{"work_id": 7131679394, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.5, "rationale": "Superconducting parametric amplifiers for qubit readout; hardware-focused quantum technology, borderline for scope.", "model": "claude-sonnet-5-5"}
{"work_id": 4412565510, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.75, "rationale": "Scalable chip-based ion traps as a qubit hardware platform for quantum information processing.", "model": "claude-sonnet-5-5"}
{"work_id": 2896762452, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.45, "rationale": "Motional heating in ion-trap quantum computers studied by DFT; mostly physics, framed by quantum computing hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 7125762882, "categories": ["quantum_computing", "computer_networks"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Experimental QKD over deployed multicore fibre; quantum communication falls under quantum_computing, with a networking framing.", "model": "claude-sonnet-5-5"}
{"work_id": 2964632298, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Reversible logic circuit design with quantum cost metrics; digital hardware design.", "model": "claude-sonnet-5-5"}
{"work_id": 4296884690, "categories": ["quantum_computing", "cybersecurity"], "primary": "cybersecurity", "confidence": 0.65, "rationale": "Laser damage attack on QKD hardware and a defence against it; implementation security of quantum communication systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4415968028, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.4, "rationale": "Quantum metrology under noise; information-processing framing is marginal but it is quantum information.", "model": "claude-sonnet-5-5"}
{"work_id": 2902876714, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.55, "rationale": "Trapped-ion coherent control and cooling, a qubit hardware platform for quantum computing.", "model": "claude-sonnet-5-5"}
{"work_id": 2902785919, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Hybrid NISQ algorithm for QFT simulation, used to benchmark quantum hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 7163287303, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.88, "rationale": "Implementation of a quantum game on NISQ hardware with noise analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 2783787559, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.3, "rationale": "Speculative analogies between spin systems and quantum computation for molecular networks; weak fit.", "model": "claude-sonnet-5-5"}
{"work_id": 7161271332, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Entanglement detection with multi-copy circuits, validated on IBM quantum processors.", "model": "claude-sonnet-5-5"}
{"work_id": 3112102734, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Technical perspective on quantum error handling to reduce the cost of quantum computation.", "model": "claude-sonnet-5-5"}
{"work_id": 4200635042, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.5, "rationale": "Entangled spin states for quantum metrology under decoherence; quantum information framing, but mostly atomic physics.", "model": "claude-sonnet-5-5"}
{"work_id": 4312768793, "categories": ["quantum_computing", "computer_networks", "cybersecurity"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Review of QKD for visible light communication security at the physical layer.", "model": "claude-sonnet-5-5"}
{"work_id": 2964298217, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Quantum optics interferometric metrology; physics without computational framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4411232250, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.65, "rationale": "Unambiguous state discrimination for quantum communication systems under noise.", "model": "claude-sonnet-5-5"}
{"work_id": 4385967641, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Mean-field analysis of IBM quantum utility experiment on many-body dynamics simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 4411225084, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.45, "rationale": "Superconducting resonators with high quality factors as qubit hardware platform component.", "model": "claude-sonnet-5-5"}
{"work_id": 3161468414, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Resource-efficient VQE encoding algorithm for bosonic simulations on NISQ devices.", "model": "claude-sonnet-5-5"}
{"work_id": 4400861003, "categories": ["quantum_computing", "ai_accelerators"], "primary": "quantum_computing", "confidence": 0.55, "rationale": "GPU-accelerated tensor network contraction for classical simulation of quantum circuits.", "model": "claude-sonnet-5-5"}
{"work_id": 4417073300, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Software for evaluating cloud quantum computers' qubits via quantum random number generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4416775576, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.75, "rationale": "Entanglement witnesses for detecting Bell states, a quantum information topic.", "model": "claude-sonnet-5-5"}
{"work_id": 3035347578, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Hybrid quantum-classical reservoir computing framework for temporal ML tasks; quantum machine learning.", "model": "claude-sonnet-5-5"}
{"work_id": 3137888032, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.55, "rationale": "Quantum reference frames and subsystem decompositions underlying entanglement and quantum information tasks; borderline physics-focused.", "model": "claude-sonnet-5-5"}
{"work_id": 4391889616, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Twin-field QKD protocol with security proof; quantum key distribution is listed under quantum computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7148276906, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.92, "rationale": "Hybrid variational/adiabatic quantum state preparation algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 2995678717, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Noise protection of qudit gates via continuous dynamical decoupling; quantum control and error suppression.", "model": "claude-sonnet-5-5"}
{"work_id": 4387681983, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.92, "rationale": "Bayesian optimization of QAOA parameters on NISQ devices; variational quantum algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 4387559660, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Hybrid classical-quantum state preparation for loading probability distributions, tested on IBM hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4400297779, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.88, "rationale": "Quantum machine learning and the role of entangled data, with a no-free-lunch theorem.", "model": "claude-sonnet-5-5"}
{"work_id": 2755062554, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Experimental quantum optics metrology of single-photon wave functions; physics rather than computational framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4404573991, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Entanglement robustness in noisy quantum networks linked to graph connectivity; quantum information and networking.", "model": "claude-sonnet-5-5"}
{"work_id": 4402268320, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Noise-robust topological features of entangled states; quantum information framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4410302895, "categories": ["quantum_computing", "computational_complexity", "cybersecurity"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Quantum learning algorithms with query lower bounds and an attack on a quantum PUF authentication protocol.", "model": "claude-sonnet-5-5"}
{"work_id": 4221156287, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.92, "rationale": "Quantum error correction with the 3D surface code, non-Clifford errors and magic state preparation.", "model": "claude-sonnet-5-5"}
{"work_id": 4297796489, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.5, "rationale": "Photon-pair high-dimensional entanglement generation; photonic quantum information source, borderline.", "model": "claude-sonnet-5-5"}
{"work_id": 7110562677, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Tensor network quantum circuit simulation, VQE implementation and QUBO application.", "model": "claude-sonnet-5-5"}
{"work_id": 4389163069, "categories": ["quantum_computing", "applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.75, "rationale": "Semi-quantum random number generation protocol with a security proof.", "model": "claude-sonnet-5-5"}
{"work_id": 2996620206, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Photonic cluster state generation for one-way quantum computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4393118756, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Variational and NISQ algorithms run on IBM Q to probe the quantum geometric tensor.", "model": "claude-sonnet-5-5"}
{"work_id": 4401437211, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Simulation of decoherence in superconducting qubits, a training/visualization program.", "model": "claude-sonnet-5-5"}
{"work_id": 7127900880, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Quantum algorithm for spectral functions and state preparation.", "model": "claude-sonnet-5-5"}
{"work_id": 4390533496, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Feature stores manage and serve data for ML pipelines, which is a data-management problem.", "model": "claude-sonnet-5-5"}
{"work_id": 7162347486, "categories": ["operating_systems", "computer_architecture"], "primary": "operating_systems", "confidence": 0.55, "rationale": "Address mapping in the SSD flash translation layer is a storage and file-system topic, with some overlap with storage hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4394871762, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.9, "rationale": "Tooling to build OS compatibility layers and measure the OS features applications need.", "model": "claude-sonnet-5-5"}
{"work_id": 3023238978, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.85, "rationale": "Autopilot addresses automated resource limit provisioning and wastage in cloud workloads.", "model": "claude-sonnet-5-5"}
{"work_id": 2964142687, "categories": ["operating_systems", "computer_architecture"], "primary": "operating_systems", "confidence": 0.5, "rationale": "SSD data placement with deduplication is a storage-system problem that also touches flash hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4400484472, "categories": ["hci", "software_engineering"], "primary": "hci", "confidence": 0.55, "rationale": "An augmented reality visitor guidance app, with a development methodology combining Mobile-D, RUP and BPM.", "model": "claude-sonnet-5-5"}
{"work_id": 4391306053, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Adaptive buffering of data transfers between a compute cloud and a storage cloud.", "model": "claude-sonnet-5-5"}
{"work_id": 4292057429, "categories": ["privacy_preserving_computation", "distributed_computing"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "A robust private information retrieval scheme over distributed storage with network coding.", "model": "claude-sonnet-5-5"}
{"work_id": 3027986714, "categories": ["operating_systems", "edge_computing"], "primary": "operating_systems", "confidence": 0.85, "rationale": "A new OS architecture that blends distributed OS, unikernel and LWK ideas for IoT offloading.", "model": "claude-sonnet-5-5"}
{"work_id": 4254652521, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Optical disk storage hardware and servo systems, which is closest to digital storage hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 7204340147, "categories": ["cybersecurity", "operating_systems", "cloud_computing"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "Confidential VMs with AMD SEV for nested virtualization; hypervisor security against untrusted insiders, virtualization in clouds.", "model": "claude-sonnet-5-5"}
{"work_id": 4225872280, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Book chapter on Ansible modules; a practical tutorial on sysadmin tooling, not clearly research in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 3189882660, "categories": [], "primary": null, "confidence": 0.9, "rationale": "VMware license price list; not research.", "model": "claude-sonnet-5-5"}
{"work_id": 4224674551, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Statistical distribution modelling with MLE and goodness-of-fit divergence; probabilistic modelling, applied to COVID data.", "model": "claude-sonnet-5-5"}
{"work_id": 4406461284, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Characterization of read disturb in 3D NAND flash for storage reliability; memory hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4293193165, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Digital predistortion for power amplifiers is signal processing and communications hardware, which does not fit the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 3033055137, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.93, "rationale": "File system design and implementation with performance evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 3167972790, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.55, "rationale": "Uses NTFS features such as ADS, hard links and junctions to organize digital media; file system usage.", "model": "claude-sonnet-5-5"}
{"work_id": 7117899816, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Socio-political theoretical framework; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3095048882, "categories": ["operating_systems", "cloud_computing"], "primary": "operating_systems", "confidence": 0.7, "rationale": "I/O deduplication for primary storage, implemented in Linux, targeting cloud storage; storage systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4380875641, "categories": [], "primary": null, "confidence": 0.4, "rationale": "NILM appliance classification with feature selection and Bayesian optimization; smart grid signal-processing/ML application, not matching any ontology category clearly.", "model": "claude-sonnet-5-5"}
{"work_id": 4213090496, "categories": ["operating_systems", "cloud_computing"], "primary": "operating_systems", "confidence": 0.85, "rationale": "Block IO control in the Linux kernel for containers in datacenters.", "model": "claude-sonnet-5-5"}
{"work_id": 2902405086, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.9, "rationale": "In-kernel file system design (BetrFS) with efficient renames.", "model": "claude-sonnet-5-5"}
{"work_id": 4226300713, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.4, "rationale": "Practical chapter on Azure Virtual Desktop storage with FSLogix; cloud service usage.", "model": "claude-sonnet-5-5"}
{"work_id": 4401508056, "categories": ["operating_systems", "computer_architecture"], "primary": "operating_systems", "confidence": 0.7, "rationale": "ZNS SSD write handling with an indirection layer; storage systems and device firmware design.", "model": "claude-sonnet-5-5"}
{"work_id": 3173583453, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.7, "rationale": "Performance comparison of Windows 10 and Linux Mint operating systems.", "model": "claude-sonnet-5-5"}
{"work_id": 2901264075, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.7, "rationale": "SMR disk management scheme with address mapping and cleaning; storage systems.", "model": "claude-sonnet-5-5"}
{"work_id": 2973989512, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.45, "rationale": "Data placement algorithm for tiered storage using a Kohonen network; storage management.", "model": "claude-sonnet-5-5"}
{"work_id": 4386952147, "categories": ["distributed_computing", "algorithms"], "primary": "distributed_computing", "confidence": 0.7, "rationale": "Caching for low latency in distributed erasure-coded storage with sampling-based approximation and theoretical guarantees.", "model": "claude-sonnet-5-5"}
{"work_id": 4387067117, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Practical guide to persistence options in iOS app development.", "model": "claude-sonnet-5-5"}
{"work_id": 3181207510, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Mobile app development for classroom use; education-oriented system, weak fit to any category, closest is HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 2894822167, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.5, "rationale": "Benchmarking CernVM-FS, a distributed file system for software distribution, including concurrent publication.", "model": "claude-sonnet-5-5"}
{"work_id": 4401070015, "categories": ["ml_theory", "computational_biology"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Statistical method (independent vector analysis with hypothesis testing) applied to multi-task fMRI data.", "model": "claude-sonnet-5-5"}
{"work_id": 4392711967, "categories": ["computer_architecture", "operating_systems"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Provisioning tool for computational storage drives with erasure coding offload; hardware and storage systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3097083941, "categories": ["software_engineering", "cloud_computing"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Design of an open-source, scalable online code execution system (Judge0).", "model": "claude-sonnet-5-5"}
{"work_id": 3212917515, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.3, "rationale": "Education study using a custom RTOS; the main contribution is pedagogical, so the OS fit is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 7137550668, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.3, "rationale": "Lightning talk on efficient unpacking of software from CernVM-FS; very little information.", "model": "claude-sonnet-5-5"}
{"work_id": 7213061804, "categories": ["ai_accelerators", "llm"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "MoE offloading with prefetching, caching and graph runtime for efficient LLM inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4408213108, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Book chapter fragment with a quote; no computer science research content discernible.", "model": "claude-sonnet-5-5"}
{"work_id": 3170878721, "categories": ["operating_systems", "computer_architecture"], "primary": "operating_systems", "confidence": 0.7, "rationale": "Lightweight hypervisor with partitioning and scheduling for mixed-criticality IoT; virtualisation and real-time systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3008989608, "categories": ["database_systems", "distributed_computing"], "primary": "distributed_computing", "confidence": 0.55, "rationale": "Improves dataset upload to object storage via client-server cooperative merging and splitting of many small objects; a storage and data movement systems topic.", "model": "claude-sonnet-5-5"}
{"work_id": 4224080142, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.9, "rationale": "Proposes a dynamic time quantum for round-robin CPU scheduling.", "model": "claude-sonnet-5-5"}
{"work_id": 3193637602, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Comparative study of mobile piano-teaching apps (Flowkey and Yousician) for education; closest fit is the HCI category.", "model": "claude-sonnet-5-5"}
{"work_id": 2981636369, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Education-focused framework for learning styles and student performance; the abstract gives no clear computer-science contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4394586023, "categories": ["cloud_computing", "distributed_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Trace analysis and optimization of container image management in a production Container Registry for cloud environments.", "model": "claude-sonnet-5-5"}
{"work_id": 4408867919, "categories": ["operating_systems", "database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Defragmentation and garbage collection for deduplicated backup storage; a storage systems topic.", "model": "claude-sonnet-5-5"}
{"work_id": 7137478203, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.6, "rationale": "CVMFS service architecture at CERN, covering stratum servers, S3 storage backend, and squid caches; distributed storage and middleware.", "model": "claude-sonnet-5-5"}
{"work_id": 4200058389, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.45, "rationale": "Classical and Bayesian estimation and confidence intervals for a process capability index; statistical methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 3022441546, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Data science curriculum for school students and AI education; computing education, not covered by any category.", "model": "claude-sonnet-5-5"}
{"work_id": 3113396090, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Nonlinear plasmonics physics in gold nanostructures; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3082840770, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.92, "rationale": "FPGA architecture optimization for area and reconfigurability.", "model": "claude-sonnet-5-5"}
{"work_id": 3112282291, "categories": ["ai_accelerators", "computer_architecture"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "In-storage hardware acceleration of hyperdimensional computing learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4402895027, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.8, "rationale": "In-field testing of chip transition faults; hardware reliability and test (EDA).", "model": "claude-sonnet-5-5"}
{"work_id": 3142919340, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.85, "rationale": "Clock distribution design for RSFQ circuits; VLSI/EDA.", "model": "claude-sonnet-5-5"}
{"work_id": 3038664825, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Device physics of transistor degradation, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4403361878, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.75, "rationale": "FPGA hardware design for sprite drawing with high-level synthesis, area and power tradeoffs.", "model": "claude-sonnet-5-5"}
{"work_id": 4411019384, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Array signal processing DOA deception; not clearly within CS categories.", "model": "claude-sonnet-5-5"}
{"work_id": 4382052984, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.93, "rationale": "Survey of processor pipelines in RISC and CISC architectures.", "model": "claude-sonnet-5-5"}
{"work_id": 4414630583, "categories": ["ai_accelerators", "information_retrieval"], "primary": "ai_accelerators", "confidence": 0.7, "rationale": "CPU-NPU heterogeneous system for serving vector embeddings in RAG inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4407949197, "categories": ["distributed_computing", "algorithms"], "primary": "distributed_computing", "confidence": 0.8, "rationale": "System-level fault diagnosis algorithms for multiprocessor systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3040997825, "categories": ["ai_accelerators", "computer_architecture"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "Maps 3D CNN onto a vector DSP with Winograd optimisation; hardware-aware DNN acceleration.", "model": "claude-sonnet-5-5"}
{"work_id": 4383502097, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.85, "rationale": "QCA digital circuit design of XOR gates and a code converter; VLSI/emerging logic design.", "model": "claude-sonnet-5-5"}
{"work_id": 4400224459, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.92, "rationale": "Minimal-area RISC-V core on FPGA for IoT; microarchitecture.", "model": "claude-sonnet-5-5"}
{"work_id": 2809334893, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Mixed-signal SoC with a compressive sensing encoder; hardware circuit design.", "model": "claude-sonnet-5-5"}
{"work_id": 7206165071, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.85, "rationale": "Multi-gate transistor based adder/subtractor logic design; VLSI low-power design.", "model": "claude-sonnet-5-5"}
{"work_id": 2942318936, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.85, "rationale": "Model-based testing and quality assurance for component-based embedded applications.", "model": "claude-sonnet-5-5"}
{"work_id": 2966831047, "categories": ["distributed_computing", "ai_accelerators"], "primary": "distributed_computing", "confidence": 0.8, "rationale": "Hybrid data/model parallelism for multi-GPU DL training; distributed ML training systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3158474254, "categories": ["cybersecurity", "ai_safety"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "EM side-channel attack extracting BNN architecture and weights from FPGA hardware; security of AI systems.", "model": "claude-sonnet-5-5"}
{"work_id": 7160405187, "categories": ["formal_verification", "computational_complexity"], "primary": "formal_verification", "confidence": 0.5, "rationale": "ROBDD-based computation of automaton reactions and sequential circuit testing; automata and BDD methods.", "model": "claude-sonnet-5-5"}
{"work_id": 7133560921, "categories": ["computer_architecture", "cybersecurity"], "primary": "computer_architecture", "confidence": 0.88, "rationale": "CXL memory controller hardware for reliability and Row Hammer/side-channel protection.", "model": "claude-sonnet-5-5"}
{"work_id": 2946432794, "categories": ["computer_architecture", "ml_theory"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Brain-inspired hyperdimensional clustering, mapped for processing-in-memory; the focus is on a memory-centric algorithm and architecture.", "model": "claude-sonnet-5-5"}
{"work_id": 3206763996, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.92, "rationale": "Approximate compressors and multipliers: VLSI arithmetic circuit design.", "model": "claude-sonnet-5-5"}
{"work_id": 4410057699, "categories": ["algorithms", "computer_architecture"], "primary": "algorithms", "confidence": 0.6, "rationale": "GPU-accelerated parallel graph partitioning algorithm for CAD/EDA.", "model": "claude-sonnet-5-5"}
{"work_id": 3142700669, "categories": ["algorithms", "formal_verification"], "primary": "algorithms", "confidence": 0.4, "rationale": "Graph products for real-time process scheduling, specified in CSP; graph-theoretic and combinatorial analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4399426830, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.35, "rationale": "Medallion data-engineering architecture applied to CPU benchmark analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4386926746, "categories": ["cybersecurity", "computer_architecture"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Thermal covert channels in FPGA systems are a hardware security topic.", "model": "claude-sonnet-5-5"}
{"work_id": 3185457619, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.93, "rationale": "FPGA-based CNN hardware accelerator coprocessor design.", "model": "claude-sonnet-5-5"}
{"work_id": 2886646777, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.8, "rationale": "Time synchronization between FlexRay and 802.1AS Ethernet networks in vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 3082922165, "categories": ["operating_systems", "algorithms"], "primary": "operating_systems", "confidence": 0.5, "rationale": "Real-time schedulability analysis and task models for scheduling.", "model": "claude-sonnet-5-5"}
{"work_id": 4386764847, "categories": ["cybersecurity", "operating_systems"], "primary": "cybersecurity", "confidence": 0.9, "rationale": "Software covert channel attacks that exploit OS mutual exclusion and synchronization primitives.", "model": "claude-sonnet-5-5"}
{"work_id": 2888777304, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Condensed-matter/spintronics materials measurement; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3147171055, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.55, "rationale": "Device-level transistor design and analog VLSI circuit benchmarking; closest to VLSI/hardware design.", "model": "claude-sonnet-5-5"}
{"work_id": 4367663628, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.92, "rationale": "MRAM hybrid cache evaluation in RISC-V systems with prefetching strategy; microarchitecture and memory hierarchy.", "model": "claude-sonnet-5-5"}
{"work_id": 2784201766, "categories": ["cybersecurity", "computer_architecture"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "Memristor crossbar PUFs for hardware security; device-level hardware security.", "model": "claude-sonnet-5-5"}
{"work_id": 4416176040, "categories": ["sustainable_computing", "llm", "ai_accelerators"], "primary": "sustainable_computing", "confidence": 0.88, "rationale": "Carbon footprint modeling of LLM training with hardware-aware, embodied and operational carbon accounting.", "model": "claude-sonnet-5-5"}
{"work_id": 4415481175, "categories": ["computer_architecture", "sustainable_computing"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "Integrated CMOS energy harvesting circuit for IoT nodes; VLSI circuit design with energy-harvesting angle.", "model": "claude-sonnet-5-5"}
{"work_id": 3162223152, "categories": ["cybersecurity", "computer_architecture"], "primary": "cybersecurity", "confidence": 0.65, "rationale": "FPGA RO-PUF quality improvement using PCA; hardware security primitive on FPGA.", "model": "claude-sonnet-5-5"}
{"work_id": 7170236789, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.92, "rationale": "Parallel iterative numerical solvers for PDEs (Helmholtz, fractional Poisson) with OpenMP.", "model": "claude-sonnet-5-5"}
{"work_id": 4416146873, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.45, "rationale": "Reproducibility report for HPC paper on GPU resilience; HPC systems context, minimal contribution itself.", "model": "claude-sonnet-5-5"}
{"work_id": 3010845351, "categories": ["distributed_computing", "algorithms"], "primary": "distributed_computing", "confidence": 0.8, "rationale": "Mapping parallel HPDBSCAN clustering onto a modular exascale supercomputer architecture; HPC software.", "model": "claude-sonnet-5-5"}
{"work_id": 2800869073, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Analog circuit synthesis and performance evaluation is electronic design automation, which falls under computer_architecture.", "model": "claude-sonnet-5-5"}
{"work_id": 4213103670, "categories": ["cybersecurity"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "It exploits DVFS to build a covert channel, which is a hardware and system security attack.", "model": "claude-sonnet-5-5"}
{"work_id": 4392928691, "categories": ["ai_accelerators", "computer_vision"], "primary": "ai_accelerators", "confidence": 0.85, "rationale": "It designs an FPGA CNN accelerator for YOLOv3 object detection.", "model": "claude-sonnet-5-5"}
{"work_id": 2889574478, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.8, "rationale": "It profiles memory access patterns to design a tailored memory subsystem for application-specific hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 3023376085, "categories": ["programming_languages", "distributed_computing"], "primary": "programming_languages", "confidence": 0.6, "rationale": "It concerns programming BSP and Multi-BSP parallel algorithms in the ML language.", "model": "claude-sonnet-5-5"}
{"work_id": 4256423899, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Fault detection and testing of analog circuits is a hardware design and test topic, so the fit to the ontology is weak.", "model": "claude-sonnet-5-5"}
{"work_id": 3199043212, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.8, "rationale": "It reduces test power for VLSI circuits using test pattern reordering, which is EDA and low-power design.", "model": "claude-sonnet-5-5"}
{"work_id": 3004719967, "categories": [], "primary": null, "confidence": 0.9, "rationale": "It is railway safety risk assessment, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2911751195, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.92, "rationale": "It presents an FPGA circuit design toolset for modelling heterogeneous FPGA architectures, which is reconfigurable computing and EDA.", "model": "claude-sonnet-5-5"}
{"work_id": 4312741045, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "It presents a compact model of phase change memory for circuit design and simulation, which is memory device and EDA modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 4411122680, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Railway signalling circuit simulation in Multisim; electrical engineering, not clearly computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4416959540, "categories": ["scientific_computing", "algorithms"], "primary": "scientific_computing", "confidence": 0.7, "rationale": "Complexity analysis of certified numerical homotopy tracking with interval arithmetic; numerical methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4415164777, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Control-theory data-driven predictive control; systems and control, not clearly in CS ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4235658738, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.85, "rationale": "Numerical linear algebra: Thomas algorithm for tridiagonal systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4387706174, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Convex optimization inertial dynamics convergence analysis; numerical optimization theory with numerical examples.", "model": "claude-sonnet-5-5"}
{"work_id": 6940648869, "categories": [], "primary": null, "confidence": 0.7, "rationale": "LQR control design for power plant; control/power engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 4224920451, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Data-driven symbolic regression for acoustic inverse problem and wave FEM speedup; scientific ML.", "model": "claude-sonnet-5-5"}
{"work_id": 4363675873, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.9, "rationale": "Numerical B-spline Galerkin discretisation of a fractional PDE.", "model": "claude-sonnet-5-5"}
{"work_id": 2969289037, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.55, "rationale": "Scientific data access software package for solar observatory data.", "model": "claude-sonnet-5-5"}
{"work_id": 4205760564, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.85, "rationale": "Numerical computing chapter on linear algebra algorithms and implementations.", "model": "claude-sonnet-5-5"}
{"work_id": 6967178263, "categories": ["computational_biology", "scientific_computing"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Evaluates machine-learned interatomic potentials for biomolecular simulations (proteins, water); molecular modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 3134502016, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Commentary on reproducibility and secondary analysis of datasets; not clearly CS research in a listed category.", "model": "claude-sonnet-5-5"}
{"work_id": 4404306456, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.95, "rationale": "Virtual element discretization with error analysis for MHD equations.", "model": "claude-sonnet-5-5"}
{"work_id": 7152139045, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.95, "rationale": "Domain decomposition and multiscale numerical methods, preconditioners for flood modelling PDEs.", "model": "claude-sonnet-5-5"}
{"work_id": 4327485924, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.9, "rationale": "Coupling PyTorch with Firedrake PDE framework; scientific machine learning software.", "model": "claude-sonnet-5-5"}
{"work_id": 4406816254, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Inventory and supply chain simulation-optimization; operations research, not within the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4376654240, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.93, "rationale": "Iterative numerical solver scheme for thermal radiative transfer PDEs.", "model": "claude-sonnet-5-5"}
{"work_id": 4206279532, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Applies a basic backpropagation network to railway passenger flow prediction; a routine application with no clear category fit.", "model": "claude-sonnet-5-5"}
{"work_id": 3199718208, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.92, "rationale": "Structure-preserving finite element discretization of stochastic thin-film equation.", "model": "claude-sonnet-5-5"}
{"work_id": 4313597919, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.95, "rationale": "High-order DG spectral element method with shock capturing for compressible flow.", "model": "claude-sonnet-5-5"}
{"work_id": 3210446440, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Bi-criteria optimization of public transport planning using local search and genetic algorithms with an ML oracle; combinatorial optimization/metaheuristics.", "model": "claude-sonnet-5-5"}
{"work_id": 4405077071, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Numerical modelling and inverse-problem image reconstruction (Tikhonov, CG) for electromagnetic tomography parameter optimisation.", "model": "claude-sonnet-5-5"}
{"work_id": 7155389303, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.9, "rationale": "Preconditioned conjugate gradient solvers for boundary element linear systems: numerical linear algebra.", "model": "claude-sonnet-5-5"}
{"work_id": 4291941306, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Lie symmetry analysis of a PDE model is applied mathematics, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3216320654, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control theory for linear systems with parameter estimation; not clearly within a CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 3084714138, "categories": ["computational_biology", "database_systems"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Workflow importing omics metadata from biological databases into data papers; bioinformatics data publishing and metadata standards.", "model": "claude-sonnet-5-5"}
{"work_id": 4408094557, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Tyre dynamics PDE modelling and stability analysis is mechanical engineering/applied math, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4417347238, "categories": ["scientific_computing", "algorithms"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Optimization-based numerical algorithm for tensor rank decomposition; multilinear algebra computation.", "model": "claude-sonnet-5-5"}
{"work_id": 2963395393, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Pure mathematics on homogenization of elliptic PDEs; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4382681213, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.7, "rationale": "Iterative numerical methods for polynomial zeros with convergence analysis; numerical analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 7163167038, "categories": ["scientific_computing", "distributed_computing"], "primary": "scientific_computing", "confidence": 0.9, "rationale": "Nonlinear domain decomposition preconditioners for Newton solvers of PDEs, with parallel implementation in Code_Aster.", "model": "claude-sonnet-5-5"}
{"work_id": 3082621528, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.4, "rationale": "FEM-based numerical analysis of electrode topologies for bio-impedance; borderline computational engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 3012277325, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.85, "rationale": "Numerical linear algebra: power method and convergence acceleration for dominant eigenvalues.", "model": "claude-sonnet-5-5"}
{"work_id": 4414593075, "categories": ["scientific_computing", "computer_vision", "deep_learning_architectures"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Physics-aware neural operator for 3D photoacoustic tomography inversion; scientific ML with imaging reconstruction.", "model": "claude-sonnet-5-5"}
{"work_id": 4392110244, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "MHD simulation and equivalent heat source surrogate model with NN and genetic algorithm for arc thermal analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 3157604584, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Mathematical analysis of swarming dynamics on a sphere; applied mathematics rather than computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4394993168, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Epidemic-style mathematical model of corruption with optimal control; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2935049866, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Model order reduction techniques for discrete-time systems; numerical reduced-order models.", "model": "claude-sonnet-5-5"}
{"work_id": 3159820714, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "LES computational modeling of flame flashback with tabulated chemistry; computational engineering simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 3000672483, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Probabilistic modeling of constrained Ito processes via stochastic quantization, deriving Kalman filter variants.", "model": "claude-sonnet-5-5"}
{"work_id": 7168156340, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.4, "rationale": "Adaptive filtering (RLS) for echo cancellation is signal processing, closest to audio enhancement, though the fit is loose.", "model": "claude-sonnet-5-5"}
{"work_id": 3088835008, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.4, "rationale": "Beidou-GPS dual-mode positioning system for mobile communication devices; the fit with networking is loose.", "model": "claude-sonnet-5-5"}
{"work_id": 4390667245, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.85, "rationale": "Semi-analytical numerical method for solving aggregation-breakage population balance equations.", "model": "claude-sonnet-5-5"}
{"work_id": 4322394327, "categories": ["computer_networks", "scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Co-simulation interfacing power system and ICT simulators; a simulation frameworks topic with a networking aspect.", "model": "claude-sonnet-5-5"}
{"work_id": 2963298714, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.85, "rationale": "Sparse matrix storage and solution for finite element analysis, i.e. numerical linear algebra.", "model": "claude-sonnet-5-5"}
{"work_id": 3123748159, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Collective intelligence study on stakeholder knowledge in fisheries; not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4406141980, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Pure mathematics on existence of weak solutions to elliptic PDEs; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4310184906, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.8, "rationale": "RooFit performance optimisation through parallelization and batched computation in scientific software.", "model": "claude-sonnet-5-5"}
{"work_id": 3116267422, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Inverse problem analysis for photoacoustic tomography with numerical simulations.", "model": "claude-sonnet-5-5"}
{"work_id": 2810988304, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.55, "rationale": "Monte Carlo regression algorithm with convergence proof for optimal stopping of McKean-Vlasov diffusions; numerical methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4414647119, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.95, "rationale": "Client sampling and allocation in multi-model federated learning under non-i.i.d. data.", "model": "claude-sonnet-5-5"}
{"work_id": 2977976693, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Building physics and daylighting study of sky luminance; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4286224978, "categories": ["federated_learning", "ml_theory", "distributed_computing"], "primary": "ml_theory", "confidence": 0.6, "rationale": "One-shot distributed statistical learning with theoretical error-rate analysis; also proposes a federated variant, FedReBoot.", "model": "claude-sonnet-5-5"}
{"work_id": 4401880100, "categories": ["distributed_computing", "algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Decentralised asynchronous ADMM optimisation algorithm with equivalence proof, applied to phase retrieval.", "model": "claude-sonnet-5-5"}
{"work_id": 4403791687, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.95, "rationale": "Validation-free contribution assessment of participants in federated learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4411551389, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.93, "rationale": "Adaptive local-epoch federated algorithm for non-IID data in the Internet of Vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 4385602851, "categories": [], "primary": null, "confidence": 0.93, "rationale": "Ionospheric and geophysical remote sensing analysis of a solar eclipse; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4404238664, "categories": ["federated_learning", "edge_computing"], "primary": "federated_learning", "confidence": 0.92, "rationale": "Weighted federated learning for heterogeneous data and models in edge computing, with convergence analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 2921727985, "categories": [], "primary": null, "confidence": 0.93, "rationale": "Radiometric estimation model for a Moon-based Earth observation instrument; remote sensing physics, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4390986554, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.88, "rationale": "Reverse-auction incentive mechanism for federated learning with quality awareness and training-time prediction.", "model": "claude-sonnet-5-5"}
{"work_id": 4404743912, "categories": ["federated_learning", "computer_vision"], "primary": "federated_learning", "confidence": 0.8, "rationale": "Federated learning applied to multi-site MRI image-to-image translation, comparing aggregation methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4407950319, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Computing education study of challenge-based learning; not within the ontology categories.", "model": "claude-sonnet-5-5"}
{"work_id": 4415473342, "categories": ["federated_learning", "computer_vision"], "primary": "federated_learning", "confidence": 0.75, "rationale": "Federated training for mask recognition, studying local epochs and client numbers.", "model": "claude-sonnet-5-5"}
{"work_id": 4416017477, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.95, "rationale": "Asynchronous, staleness-aware personalized FL with communication sparsification and convergence analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4313889858, "categories": ["federated_learning", "computer_vision"], "primary": "federated_learning", "confidence": 0.8, "rationale": "FL framework for COVID-19 chest X-ray classification using DenseNet-169.", "model": "claude-sonnet-5-5"}
{"work_id": 7148322461, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Complex systems/physics study of predictability in cellular automata; not clearly a CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 7154578995, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Survey of federated learning applications in healthcare.", "model": "claude-sonnet-5-5"}
{"work_id": 3215093560, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.85, "rationale": "PolSAR remote-sensing terrain classification using an improved convolutional autoencoder.", "model": "claude-sonnet-5-5"}
{"work_id": 7124262753, "categories": ["federated_learning", "ai_agents"], "primary": "federated_learning", "confidence": 0.7, "rationale": "Holonic hierarchical distributed learning framework with model aggregation, similar to FL; agent-based framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4408110066, "categories": ["federated_learning", "computational_biology"], "primary": "federated_learning", "confidence": 0.7, "rationale": "Survey of federated learning for Alzheimer's detection, in the biomedical health informatics domain.", "model": "claude-sonnet-5-5"}
{"work_id": 7213405981, "categories": ["federated_learning", "ml_theory"], "primary": "federated_learning", "confidence": 0.93, "rationale": "Proposes a federated optimization method for heterogeneous data with theoretical convergence analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4413395786, "categories": ["federated_learning", "computational_biology"], "primary": "federated_learning", "confidence": 0.8, "rationale": "Compares federated, centralized and partially pre-trained classifiers for ECG atrial fibrillation detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4405697278, "categories": ["federated_learning", "edge_computing"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Vertical federated learning method for integrated IoT services.", "model": "claude-sonnet-5-5"}
{"work_id": 7131434230, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.55, "rationale": "Conceptual discussion of federated learning and big data for business decision making; weak contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4400909753, "categories": ["federated_learning", "edge_computing", "database_systems"], "primary": "federated_learning", "confidence": 0.82, "rationale": "Federated trajectory recovery framework that is lightweight for edge devices and communication-efficient.", "model": "claude-sonnet-5-5"}
{"work_id": 7125126928, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.93, "rationale": "Mitigates catastrophic forgetting under temporal drift in FL via client-side experience replay.", "model": "claude-sonnet-5-5"}
{"work_id": 4401508498, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.93, "rationale": "Plugin for handling concept drift and personalization in federated learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4415004105, "categories": ["federated_learning", "nlp"], "primary": "federated_learning", "confidence": 0.82, "rationale": "Empirical study of FedAvg vs FedProx with BERT for Chinese news text classification under non-IID data.", "model": "claude-sonnet-5-5"}
{"work_id": 4414119830, "categories": ["federated_learning", "edge_computing"], "primary": "federated_learning", "confidence": 0.75, "rationale": "FL-based digital twin framework with dynamic node selection, tested on a Raspberry Pi edge testbed.", "model": "claude-sonnet-5-5"}
{"work_id": 3210955338, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.35, "rationale": "Loosely framed cyber-social computing metrics; proposes a cloud-edge federated learning architecture only in part.", "model": "claude-sonnet-5-5"}
{"work_id": 7163589765, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "Educational study of AI-supported instruction; weakly human-AI interaction, mostly education research rather than CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4403284007, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.7, "rationale": "Title indicates communication-efficient federated learning; abstract is missing.", "model": "claude-sonnet-5-5"}
{"work_id": 3007895144, "categories": ["ml_theory", "algorithms"], "primary": "ml_theory", "confidence": 0.75, "rationale": "Robust distribution estimation from untrusted batches with optimal polynomial-time estimator; statistical learning theory.", "model": "claude-sonnet-5-5"}
{"work_id": 7084124479, "categories": ["federated_learning", "ml_theory"], "primary": "federated_learning", "confidence": 0.85, "rationale": "New federated optimization method with convergence proof against FedAvg and FedProx.", "model": "claude-sonnet-5-5"}
{"work_id": 3210763747, "categories": ["federated_learning", "ai_safety", "cybersecurity"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Client-side defense against model poisoning in FL with certified robustness guarantees.", "model": "claude-sonnet-5-5"}
{"work_id": 7204715907, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Qualitative education study of student perceptions of AI; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2907334421, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Power electronics wireless power transfer for a lunar rover; electrical engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4401891542, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Federated adversarial method with adaptive aggregation for fault diagnosis under heterogeneous conditions.", "model": "claude-sonnet-5-5"}
{"work_id": 4376149513, "categories": ["federated_learning", "edge_computing"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Survey of heterogeneity-aware federated learning for resource-constrained devices.", "model": "claude-sonnet-5-5"}
{"work_id": 2908566518, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Essay on an AI cosmology as a conceptual framing for the field; no clear category fits.", "model": "claude-sonnet-5-5"}
{"work_id": 7106710552, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.9, "rationale": "Personalized federated test-time adaptation with balanced batch normalization for class-imbalanced clients.", "model": "claude-sonnet-5-5"}
{"work_id": 7143299875, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Community service training on using Google Drive for teachers; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4390204018, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Incentive and collaboration mechanisms for cross-silo federated learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4254855164, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Generic book chapter introduction with no clear research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4313919668, "categories": ["federated_learning", "ml_theory"], "primary": "federated_learning", "confidence": 0.7, "rationale": "Federated learning of multiple Bayesian networks for multi-site data, using ADMM and structure learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4412004712, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.75, "rationale": "Review of federated learning with no-code AI for BFSI data security.", "model": "claude-sonnet-5-5"}
{"work_id": 4393928184, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.92, "rationale": "Client selection in FL using data entropy and model divergence to cut communication.", "model": "claude-sonnet-5-5"}
{"work_id": 7085089513, "categories": ["federated_learning", "deep_learning_architectures", "edge_computing"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Federated graph learning with edge-client collaboration and missing-topology handling.", "model": "claude-sonnet-5-5"}
{"work_id": 4381744345, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.88, "rationale": "Robust, communication-compressed federated learning framework against Byzantine clients.", "model": "claude-sonnet-5-5"}
{"work_id": 4320855546, "categories": ["federated_learning"], "primary": "federated_learning", "confidence": 0.9, "rationale": "Diffusion strategy for non-IID FL with communication efficiency in 6G.", "model": "claude-sonnet-5-5"}
{"work_id": 4403353453, "categories": ["computer_vision", "ml_theory"], "primary": "computer_vision", "confidence": 0.4, "rationale": "Zero-shot learning with image classification and visual-aware knowledge graph completion; the focus is on knowledge representation and zero-shot learning. Vision is the closest fit.", "model": "claude-sonnet-5-5"}
{"work_id": 7128377297, "categories": ["foundation_models", "deep_learning_architectures"], "primary": "foundation_models", "confidence": 0.85, "rationale": "Time series foundation model study with scaling, data composition and ablations of a standard patch Transformer.", "model": "claude-sonnet-5-5"}
{"work_id": 4402260667, "categories": ["computer_vision", "foundation_models"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Remote sensing canopy height estimation comparing a geospatial foundation model with a U-Net.", "model": "claude-sonnet-5-5"}
{"work_id": 7169519287, "categories": ["foundation_models", "generative_ai", "reinforcement_learning", "ai_agents"], "primary": "foundation_models", "confidence": 0.3, "rationale": "Introductory overview chapter spanning ML paradigms, generative models, transformers and agents; broad and not specific.", "model": "claude-sonnet-5-5"}
{"work_id": 4402145393, "categories": ["foundation_models"], "primary": null, "confidence": 0.25, "rationale": "Perspective on practical AI in Earth sciences; mostly domain-level and only touches on foundation models.", "model": "claude-sonnet-5-5"}
{"work_id": 4410550951, "categories": ["foundation_models", "deep_learning_architectures"], "primary": "foundation_models", "confidence": 0.6, "rationale": "Survey of self-supervised representation learning for EEG, including pre-trained foundation models for EEG.", "model": "claude-sonnet-5-5"}
{"work_id": 7171486454, "categories": ["foundation_models", "computational_biology"], "primary": "foundation_models", "confidence": 0.5, "rationale": "Self-supervised masked autoencoder pre-training on large unlabelled EEG/HRV data, transferred to HIE classification.", "model": "claude-sonnet-5-5"}
{"work_id": 7116294541, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.35, "rationale": "Compares continual and transfer learning for concept drift in building thermal models and proposes a continual learning strategy; applied energy domain.", "model": "claude-sonnet-5-5"}
{"work_id": 4416183290, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Satellite image segmentation of glacial lakes using SAM 2.1.", "model": "claude-sonnet-5-5"}
{"work_id": 7133207779, "categories": ["foundation_models", "edge_computing"], "primary": "foundation_models", "confidence": 0.8, "rationale": "Pre-trained health foundation model on wearable data with continual parameter-efficient fine-tuning; targets memory-efficient edge deployment.", "model": "claude-sonnet-5-5"}
{"work_id": 3189938493, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Transfer learning for small-sample signal modulation recognition; the venue suggests a communications application, but no category fits well, so deep learning is the loose fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4412605435, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Online multi-source transfer learning for fault diagnosis; a task-specific ML method with no clearly matching application category.", "model": "claude-sonnet-5-5"}
{"work_id": 7172007151, "categories": ["edge_computing", "computational_biology"], "primary": "edge_computing", "confidence": 0.5, "rationale": "Meta-learning for efficient training and updating on wearable devices with reduced energy use, applied to seizure and AF detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4404035916, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Cross-domain aspect sentiment triplet extraction using prompts; a classical NLP information extraction task.", "model": "claude-sonnet-5-5"}
{"work_id": 7171698092, "categories": ["foundation_models", "ai_safety"], "primary": "foundation_models", "confidence": 0.6, "rationale": "Robustness metric for pathology foundation models that evaluates shortcut learning and confounder sensitivity in their representations.", "model": "claude-sonnet-5-5"}
{"work_id": 4417300144, "categories": ["deep_learning_architectures", "ml_theory"], "primary": "deep_learning_architectures", "confidence": 0.55, "rationale": "Trunk-branch adaptive architecture for conflicting time series tasks, with expressivity and convergence theory.", "model": "claude-sonnet-5-5"}
{"work_id": 7130402983, "categories": ["llm", "ai_agents", "reinforcement_learning"], "primary": "llm", "confidence": 0.9, "rationale": "GLM-5 foundation language model with agentic and coding capabilities and asynchronous RL post-training.", "model": "claude-sonnet-5-5"}
{"work_id": 4389821395, "categories": ["reinforcement_learning", "multimodal_ai"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Uses CLIP vision-language models as reward sources to train RL agents on language goals.", "model": "claude-sonnet-5-5"}
{"work_id": 7203492078, "categories": ["foundation_models", "multimodal_ai"], "primary": "foundation_models", "confidence": 0.7, "rationale": "EEG foundation model with masked pretraining and instruction tuning, using a Q-Former and text embeddings for cross-dataset decoding.", "model": "claude-sonnet-5-5"}
{"work_id": 4386106645, "categories": ["foundation_models", "llm", "ai_accelerators"], "primary": "foundation_models", "confidence": 0.7, "rationale": "Open-source toolkit suite for efficient training, tuning, compression and inference of big pre-trained models.", "model": "claude-sonnet-5-5"}
{"work_id": 4407186881, "categories": ["foundation_models"], "primary": "foundation_models", "confidence": 0.7, "rationale": "Adapts the pre-trained TabPFN in-context model via encoder fine-tuning and bagging; a foundation-model adaptation method.", "model": "claude-sonnet-5-5"}
{"work_id": 4387929345, "categories": ["nlp"], "primary": "nlp", "confidence": 0.85, "rationale": "Few-shot semi-supervised classification of disaster tweets; a text classification task.", "model": "claude-sonnet-5-5"}
{"work_id": 4315588764, "categories": ["foundation_models", "computational_biology"], "primary": "foundation_models", "confidence": 0.75, "rationale": "Self-supervised pretrained foundation model for EHR time-to-event prediction, with transfer evaluation and a model release.", "model": "claude-sonnet-5-5"}
{"work_id": 7167906451, "categories": ["llm", "foundation_models"], "primary": "llm", "confidence": 0.85, "rationale": "Continual parameter-efficient LoRA fine-tuning of 7-8B LLMs.", "model": "claude-sonnet-5-5"}
{"work_id": 7140202126, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Benchmark of PPG-based clinical prediction using deep learning; biomedical health informatics.", "model": "claude-sonnet-5-5"}
{"work_id": 4412420015, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Few-shot partial multi-label learning methodology addressing label noise; general ML methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 4385757412, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.6, "rationale": "Semi-supervised personalized OSA detection from ECG; biomedical informatics method.", "model": "claude-sonnet-5-5"}
{"work_id": 4390871840, "categories": ["ai_safety", "computer_vision"], "primary": "ai_safety", "confidence": 0.7, "rationale": "Studies inheritance and correction of bias from pretrained models via finetuning data; a fairness focus.", "model": "claude-sonnet-5-5"}
{"work_id": 3160088594, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.85, "rationale": "Few-shot COVID-19 CT diagnosis using domain adaptation with synthetic images; medical image analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 7165377962, "categories": ["foundation_models"], "primary": "foundation_models", "confidence": 0.7, "rationale": "Evaluates time series foundation models, zero-shot versus fine-tuned with covariates, for building energy forecasting.", "model": "claude-sonnet-5-5"}
{"work_id": 4399458826, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.9, "rationale": "Silhouette-based gait recognition with domain adaptation and a new dataset; unimodal vision.", "model": "claude-sonnet-5-5"}
{"work_id": 7165063713, "categories": ["foundation_models", "deep_learning_architectures"], "primary": "foundation_models", "confidence": 0.45, "rationale": "Multi-source transfer learning via sequential parameter merging and fine-tuning; transfer/continual learning focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4313024900, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Unsupervised domain adaptation for radar activity classification using Margin Disparity Discrepancy, a theory-inspired method. Radar sensing is not clearly covered by any other category.", "model": "claude-sonnet-5-5"}
{"work_id": 7214033248, "categories": ["foundation_models", "deep_learning_architectures"], "primary": "foundation_models", "confidence": 0.6, "rationale": "Adapts a frozen pretrained vision model (MAE) to time-series forecasting; transfer from a large pretrained model with lightweight adaptation modules.", "model": "claude-sonnet-5-5"}
{"work_id": 7138441586, "categories": ["foundation_models", "llm"], "primary": "foundation_models", "confidence": 0.85, "rationale": "Parameter-efficient fine-tuning (LoRA/DoRA) methods for adapting large pretrained models, evaluated on NLU and generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4402355991, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "VAE and clustering representation learning for metro noise signals; applied self-supervised representation learning on audio-like signals.", "model": "claude-sonnet-5-5"}
{"work_id": 4391766533, "categories": ["computer_vision", "foundation_models"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Self-supervised pretraining of transformers on whole slide images for computational pathology; medical image analysis and visual representation learning.", "model": "claude-sonnet-5-5"}
{"work_id": 4405173494, "categories": ["ai_agents", "reinforcement_learning"], "primary": "ai_agents", "confidence": 0.75, "rationale": "Retrieval-augmented generalist agent acting in-context in new environments, with a transformer policy; sits between agent architectures and policy learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7130707312, "categories": ["foundation_models", "deep_learning_architectures"], "primary": "foundation_models", "confidence": 0.85, "rationale": "EEG foundation model with a residual vector quantization tokenizer and autoregressive pretraining on a large corpus.", "model": "claude-sonnet-5-5"}
{"work_id": 4403992746, "categories": ["foundation_models"], "primary": "foundation_models", "confidence": 0.4, "rationale": "Selecting pre-trained models for transfer learning using meta-features; the abstract is minimal, so the judgment rests on the title.", "model": "claude-sonnet-5-5"}
{"work_id": 4413751397, "categories": ["computational_biology", "speech_audio", "multimodal_ai"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Survey of deep learning on speech, text and handwriting for cognitive decline detection; a biomedical health informatics application, with some multimodal and speech content.", "model": "claude-sonnet-5-5"}
{"work_id": 3134294021, "categories": ["nlp"], "primary": "nlp", "confidence": 0.6, "rationale": "English event detection across data sources using transfer learning and adversarial training; a text mining task.", "model": "claude-sonnet-5-5"}
{"work_id": 3139784666, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.3, "rationale": "Transfer of ML models between smart environments, with a knowledge-graph framework for describing models; loosely fits IoT and smart-building services.", "model": "claude-sonnet-5-5"}
{"work_id": 7167230086, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "CLIP-based multilingual zero-shot text classification that uses visual prototypes and a new benchmark.", "model": "claude-sonnet-5-5"}
{"work_id": 4417127389, "categories": ["multimodal_ai", "deep_learning_architectures", "foundation_models"], "primary": "multimodal_ai", "confidence": 0.65, "rationale": "Pruning combined with LoRA for efficient fine-tuning of CLIP vision-language models, evaluated on image-text retrieval.", "model": "claude-sonnet-5-5"}
{"work_id": 7167035799, "categories": ["foundation_models", "computer_vision"], "primary": "foundation_models", "confidence": 0.7, "rationale": "Endoscopy foundation model pretrained on 5.6M images and evaluated for gastric cancer analysis on medical images.", "model": "claude-sonnet-5-5"}
{"work_id": 6966932760, "categories": ["generative_ai", "foundation_models"], "primary": "generative_ai", "confidence": 0.55, "rationale": "Dynamic synthetic data generation framework that improves scaling laws, evaluated on ImageNet.", "model": "claude-sonnet-5-5"}
{"work_id": 7161153937, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Studies how pre-processing and imaging equipment affect CNN performance for breast cancer detection in mammograms.", "model": "claude-sonnet-5-5"}
{"work_id": 3126536330, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.4, "rationale": "Domain adaptation network for bearing fault diagnosis; an engineering application of transfer learning with no matching category.", "model": "claude-sonnet-5-5"}
{"work_id": 7140216482, "categories": ["ai_accelerators", "deep_learning_architectures"], "primary": "ai_accelerators", "confidence": 0.75, "rationale": "Factored norm and fused Triton GPU kernels that make DoRA fine-tuning faster and lighter in memory.", "model": "claude-sonnet-5-5"}
{"work_id": 4312223859, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.8, "rationale": "Side-channel countermeasure design using channel capacity; cryptographic implementation security.", "model": "claude-sonnet-5-5"}
{"work_id": 4391216411, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Power system capacity allocation; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4391582496, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Chaos/DNA-based image encryption scheme with S-box construction.", "model": "claude-sonnet-5-5"}
{"work_id": 4280508268, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.95, "rationale": "Cryptanalysis of the TinyJAMBU lightweight cipher: distinguishers and key recovery.", "model": "claude-sonnet-5-5"}
{"work_id": 4360859090, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Image encryption algorithm built as an SP-network with chaotic keys and DNA operations.", "model": "claude-sonnet-5-5"}
{"work_id": 3116994096, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.95, "rationale": "Public-key encryption and signature scheme on twisted Edwards curves, with provable security.", "model": "claude-sonnet-5-5"}
{"work_id": 4400493258, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.92, "rationale": "S-box construction for symmetric ciphers.", "model": "claude-sonnet-5-5"}
{"work_id": 7199797550, "categories": ["applied_cryptography", "privacy_preserving_computation"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Thesis on cryptographic primitives for e-voting, with a homomorphic encryption prototype.", "model": "claude-sonnet-5-5"}
{"work_id": 7016138925, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Side-channel security evaluation, masking and shuffling countermeasures for cryptographic implementations.", "model": "claude-sonnet-5-5"}
{"work_id": 3176687530, "categories": ["privacy_preserving_computation", "blockchain", "cloud_computing"], "primary": "privacy_preserving_computation", "confidence": 0.7, "rationale": "Blockchain-assisted privacy-preserving EHR sharing in the cloud, with a privacy-utility objective.", "model": "claude-sonnet-5-5"}
{"work_id": 3135040192, "categories": ["applied_cryptography", "ai_accelerators"], "primary": "applied_cryptography", "confidence": 0.55, "rationale": "GPU-accelerated entropy estimation (NIST SP 800-90B IID tests) for RNG evaluation; crypto-related with GPU parallel implementation.", "model": "claude-sonnet-5-5"}
{"work_id": 4255230922, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.6, "rationale": "Side-channel CPA attack improved with variational mode decomposition; cryptanalysis/side-channel.", "model": "claude-sonnet-5-5"}
{"work_id": 4312999490, "categories": ["cloud_computing", "cybersecurity", "quantum_computing"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Survey of cloud security and privacy concerns and quantum computing threat.", "model": "claude-sonnet-5-5"}
{"work_id": 7127423155, "categories": ["blockchain", "applied_cryptography"], "primary": "blockchain", "confidence": 0.7, "rationale": "Blockchain-based record authentication framework with DIDs, VCs, IPFS and Merkle audit trails.", "model": "claude-sonnet-5-5"}
{"work_id": 4213389055, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.65, "rationale": "Side-channel attack improvement against AES S-boxes with genetic algorithm comparison; cryptanalysis.", "model": "claude-sonnet-5-5"}
{"work_id": 7108084985, "categories": ["applied_cryptography", "quantum_computing"], "primary": "applied_cryptography", "confidence": 0.6, "rationale": "Chapter on quantum random number generators for cryptographic randomness.", "model": "claude-sonnet-5-5"}
{"work_id": 4246586608, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.8, "rationale": "Symmetric-key encryption algorithm using genetic crossover and mutation.", "model": "claude-sonnet-5-5"}
{"work_id": 4401369144, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Operations research/economics model of product repositioning; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4413953789, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Practical implementation of isogeny-based post-quantum cryptography; abstract is publisher boilerplate but title is clear.", "model": "claude-sonnet-5-5"}
{"work_id": 4401634049, "categories": ["applied_cryptography", "blockchain", "privacy_preserving_computation"], "primary": "applied_cryptography", "confidence": 0.75, "rationale": "Threshold blind signature scheme on Paillier cryptosystem applied to blockchain, giving anonymity and key management.", "model": "claude-sonnet-5-5"}
{"work_id": 3011920068, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "Constraint codes plus ECC for NAND flash reliability is a memory-systems and coding problem; closest fit is computer_architecture.", "model": "claude-sonnet-5-5"}
{"work_id": 2963804406, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.95, "rationale": "Improves the security of the lattice-based GGH public-key scheme.", "model": "claude-sonnet-5-5"}
{"work_id": 4200321003, "categories": ["applied_cryptography", "cybersecurity"], "primary": "applied_cryptography", "confidence": 0.8, "rationale": "Correlation power analysis side-channel attack on the SPECK cipher, a cryptanalysis and implementation-security topic.", "model": "claude-sonnet-5-5"}
{"work_id": 4401694671, "categories": ["cybersecurity", "cloud_computing"], "primary": "cybersecurity", "confidence": 0.55, "rationale": "Cloud security for healthcare images using an optimized LSTM classifier on image pixels.", "model": "claude-sonnet-5-5"}
{"work_id": 7215253795, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.92, "rationale": "Blockchain-based credential issuance and verification using smart contracts, DIDs and IPFS.", "model": "claude-sonnet-5-5"}
{"work_id": 2922278162, "categories": ["applied_cryptography", "software_engineering"], "primary": "applied_cryptography", "confidence": 0.5, "rationale": "Chat application that encrypts stored messages with Caesar cipher and 3DES; the focus is on applying cryptography.", "model": "claude-sonnet-5-5"}
{"work_id": 4417415103, "categories": ["federated_learning", "blockchain", "privacy_preserving_computation"], "primary": "federated_learning", "confidence": 0.88, "rationale": "Combines federated learning, blockchain, differential privacy and homomorphic encryption for medical data sharing.", "model": "claude-sonnet-5-5"}
{"work_id": 3157885010, "categories": ["applied_cryptography", "computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Hardware modular reduction and memory access design for the NTT used in post-quantum cryptography; area-efficient VLSI work.", "model": "claude-sonnet-5-5"}
{"work_id": 4251764918, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Overview chapter on hash functions, public-key cryptography and PGP.", "model": "claude-sonnet-5-5"}
{"work_id": 4416234071, "categories": ["applied_cryptography", "computational_complexity"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Bounds on monomial density of Boolean functions, used for a probabilistic degree test and applied to stream ciphers.", "model": "claude-sonnet-5-5"}
{"work_id": 2785483644, "categories": ["cybersecurity", "privacy_preserving_computation"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "Biometric template protection via fuzzy vault; chaff generation speedup, security of biometric systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3126856290, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Power systems Volt/VAR control; electrical engineering, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3204643661, "categories": ["privacy_preserving_computation", "applied_cryptography"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "Single-server private information retrieval using homomorphic encryption.", "model": "claude-sonnet-5-5"}
{"work_id": 4226498265, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Agricultural irrigation control with MPC; control engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4405179471, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Historical biography of cryptographers; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7164908005, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.8, "rationale": "Secret sharing scheme for key management; cryptographic construction.", "model": "claude-sonnet-5-5"}
{"work_id": 4404987385, "categories": ["quantum_computing", "applied_cryptography"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Source-independent quantum random number generator with SDP security proof; quantum information processing.", "model": "claude-sonnet-5-5"}
{"work_id": 4391590938, "categories": ["privacy_preserving_computation", "ai_accelerators"], "primary": "privacy_preserving_computation", "confidence": 0.75, "rationale": "GPU-accelerated MPC framework for private ML training and Transformer inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4392426149, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "Secure two-party computation protocols for activation functions in privacy-preserving neural networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4391096928, "categories": ["blockchain", "applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Survey of post-quantum digital signatures with advanced features for blockchains.", "model": "claude-sonnet-5-5"}
{"work_id": 4401247688, "categories": ["applied_cryptography", "cloud_computing"], "primary": "applied_cryptography", "confidence": 0.6, "rationale": "Proof of retrievability scheme with provable security for integrity auditing of outsourced storage; cryptographic construction, cloud storage context.", "model": "claude-sonnet-5-5"}
{"work_id": 4200232553, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Discusses NIST post-quantum cryptography standardization and transition.", "model": "claude-sonnet-5-5"}
{"work_id": 7160766211, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "Unifying framework for MPC protocols with dynamic committees; MPC as a cryptographic primitive.", "model": "claude-sonnet-5-5"}
{"work_id": 7220773489, "categories": ["applied_cryptography", "edge_computing"], "primary": "applied_cryptography", "confidence": 0.6, "rationale": "Performance evaluation of SPECK block cipher on Raspberry Pi, a lightweight cryptography implementation study.", "model": "claude-sonnet-5-5"}
{"work_id": 4402836518, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Chaos and DNA coding based image encryption scheme; cryptographic design.", "model": "claude-sonnet-5-5"}
{"work_id": 4378805032, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Power systems frequency control with EV stations and MPC (model predictive control); not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3073667118, "categories": ["applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.9, "rationale": "Key exchange protocol over a non-commuting group with security proof based on an NP-complete problem.", "model": "claude-sonnet-5-5"}
{"work_id": 3090466325, "categories": ["applied_cryptography", "algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Algorithmic construction of finite field elements of provably high order, motivated by cryptography and coding.", "model": "claude-sonnet-5-5"}
{"work_id": 4402426511, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Thesis on quantum key distribution and bosonic quantum error-correcting codes.", "model": "claude-sonnet-5-5"}
{"work_id": 4392502209, "categories": ["applied_cryptography", "ai_accelerators"], "primary": "applied_cryptography", "confidence": 0.75, "rationale": "GPU-parallel optimized implementation of the SPHINCS+ post-quantum signature scheme.", "model": "claude-sonnet-5-5"}
{"work_id": 3115113005, "categories": ["computational_complexity", "computer_graphics", "compilers"], "primary": "computational_complexity", "confidence": 0.5, "rationale": "Introduces a computational model abstracting fragment-shader machines, with running time analysis and transcompilation to shader programs.", "model": "claude-sonnet-5-5"}
{"work_id": 4232616731, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.35, "rationale": "Data visualization and information design overview; visualisation is listed under graphics, though the item is essentially an editorial.", "model": "claude-sonnet-5-5"}
{"work_id": 4381744354, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "CSCW design method and data visualization dashboard for a business intelligence platform.", "model": "claude-sonnet-5-5"}
{"work_id": 3185991883, "categories": ["computer_graphics", "computer_vision"], "primary": "computer_graphics", "confidence": 0.8, "rationale": "Image-based rendering and view synthesis from light fields for non-Lambertian objects.", "model": "claude-sonnet-5-5"}
{"work_id": 2909271333, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.45, "rationale": "Formalization of geometric object configurations for packing, layout and covering problems, a combinatorial optimisation topic.", "model": "claude-sonnet-5-5"}
{"work_id": 4413330002, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.75, "rationale": "Workshop panel on rendering needs for esports, concerning rendering research and latency.", "model": "claude-sonnet-5-5"}
{"work_id": 4382541407, "categories": ["distributed_computing", "scientific_computing"], "primary": "distributed_computing", "confidence": 0.8, "rationale": "MPI+X hybrid parallelization and dynamic load balancing of an unstructured DSMC solver on HPC systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4285816232, "categories": ["computer_graphics", "distributed_computing"], "primary": "computer_graphics", "confidence": 0.8, "rationale": "Parallel-processing rendering acceleration for complex 3D scenes.", "model": "claude-sonnet-5-5"}
{"work_id": 4400878583, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.7, "rationale": "3D modelling from hand-drawn strokes with spline fitting and color rendering for graphic design.", "model": "claude-sonnet-5-5"}
{"work_id": 3035417602, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Design of a public service advertisement video; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7139845931, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Algorithms for reconstructing Euclidean distance matrices, with a cipher key-transfer application; mainly mathematical algorithm design.", "model": "claude-sonnet-5-5"}
{"work_id": 3044538714, "categories": ["computer_graphics", "computer_vision"], "primary": "computer_graphics", "confidence": 0.8, "rationale": "Neural scene representation for fast free-viewpoint rendering (NeRF variant).", "model": "claude-sonnet-5-5"}
{"work_id": 4249339162, "categories": ["scientific_computing", "computer_graphics"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Mesh improvement methods (Laplacian smoothing, optimization) for mesh quality, in a numerical meshing context.", "model": "claude-sonnet-5-5"}
{"work_id": 2758763654, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Augmented reality drum visualization app with marker tracking tested under camera resolution and angle parameters.", "model": "claude-sonnet-5-5"}
{"work_id": 2785914471, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.6, "rationale": "Information visualization: assessing clutter reduction in parallel coordinates using image processing measures.", "model": "claude-sonnet-5-5"}
{"work_id": 4414732984, "categories": ["generative_ai", "multimodal_ai", "speech_audio"], "primary": "generative_ai", "confidence": 0.6, "rationale": "LSTM model generating chords from image colors via emotion quantification; audio-visual generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4389429756, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Artwork using AI-generated portraits grounded in Mangaian cosmology; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7151078784, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.7, "rationale": "Performance analysis of quantized easing functions for game animation in a game engine.", "model": "claude-sonnet-5-5"}
{"work_id": 4229820775, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Historical narrative book on Xbox and DirectX; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4417339164, "categories": ["computer_vision", "computer_graphics"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Neural distance field for 3D reconstruction and novel-view synthesis of dynamic urban scenes.", "model": "claude-sonnet-5-5"}
{"work_id": 4409753672, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Visual identity/graphic design project for a local art market; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7163058269, "categories": ["hci", "computer_graphics"], "primary": "hci", "confidence": 0.6, "rationale": "Interactive visual analytics strategies coordinating process mining views; human-centered interaction and visualization.", "model": "claude-sonnet-5-5"}
{"work_id": 4382563412, "categories": ["computer_graphics", "hci"], "primary": "computer_graphics", "confidence": 0.5, "rationale": "Prototype in Unity game engine recreating non-human sensory perspective; game engine and audio-visual representation.", "model": "claude-sonnet-5-5"}
{"work_id": 2930742311, "categories": ["scientific_computing", "computer_graphics"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "SPH multiphase fluid simulation of landslide waves with visualization; numerical simulation of a physical hazard.", "model": "claude-sonnet-5-5"}
{"work_id": 2340447824, "categories": ["computer_graphics", "computer_architecture"], "primary": "computer_graphics", "confidence": 0.6, "rationale": "Parallel hardware architecture for video-rate volume rendering via ray casting.", "model": "claude-sonnet-5-5"}
{"work_id": 4404698773, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.6, "rationale": "Examines AI text-to-video platforms (Runway, Luma) and analyzes their generated moving images.", "model": "claude-sonnet-5-5"}
{"work_id": 3183006928, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.85, "rationale": "Rendering and scientific visualization application built on OSPRay ray tracing.", "model": "claude-sonnet-5-5"}
{"work_id": 7167851020, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.6, "rationale": "Production session on film animation and lighting pipeline at Pixar.", "model": "claude-sonnet-5-5"}
{"work_id": 7206470547, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Title and abstract give no usable information (a page count only); cannot assign a category.", "model": "claude-sonnet-5-5"}
{"work_id": 4400958279, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.95, "rationale": "Real-time stereo rendering reflection technique.", "model": "claude-sonnet-5-5"}
{"work_id": 4404548282, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.9, "rationale": "Real-time GPU rendering of raindrops on a virtual camera lens.", "model": "claude-sonnet-5-5"}
{"work_id": 4412588572, "categories": ["computer_graphics", "hci"], "primary": "computer_graphics", "confidence": 0.8, "rationale": "Procedural pattern editing with interactive optimization, SIGGRAPH paper, validated with a user study.", "model": "claude-sonnet-5-5"}
{"work_id": 2966003478, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.85, "rationale": "Evaluates mesh polygon reduction effects on 3D geometry, which is geometry processing.", "model": "claude-sonnet-5-5"}
{"work_id": 7218025575, "categories": ["algorithms", "computer_graphics"], "primary": "algorithms", "confidence": 0.6, "rationale": "Compares maze generation algorithms for procedural content generation in games, with a solver-based complexity measure.", "model": "claude-sonnet-5-5"}
{"work_id": 4375835151, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.5, "rationale": "3D promotional animation video produced with modeling and rendering software; weak research contribution, but it is graphics content creation.", "model": "claude-sonnet-5-5"}
{"work_id": 4280553375, "categories": ["computer_vision", "computer_graphics"], "primary": "computer_vision", "confidence": 0.75, "rationale": "Fisheye image stitching for panorama reconstruction with mesh alignment and CUDA acceleration.", "model": "claude-sonnet-5-5"}
{"work_id": 3037385141, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.8, "rationale": "Spatial risk data visualization approach.", "model": "claude-sonnet-5-5"}
{"work_id": 2789701916, "categories": ["computer_graphics", "hci"], "primary": "computer_graphics", "confidence": 0.75, "rationale": "Streamgraph visualization technique for exploring hierarchical time series, published in TVCG.", "model": "claude-sonnet-5-5"}
{"work_id": 4392521761, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.5, "rationale": "3D animation of a ventilator built in Autodesk Maya using the MDLC method; it is graphics content production.", "model": "claude-sonnet-5-5"}
{"work_id": 7221345862, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.8, "rationale": "Multiprojector image distortion correction for curved VR screens using reverse ray tracing.", "model": "claude-sonnet-5-5"}
{"work_id": 4296604574, "categories": ["computer_graphics", "hci"], "primary": "computer_graphics", "confidence": 0.4, "rationale": "Reflections on teaching visualization; visualization education spans graphics and HCI, with weak fit to either.", "model": "claude-sonnet-5-5"}
{"work_id": 4393211575, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.6, "rationale": "Topological data structures for geometric modeling (simplicial and cellular structures).", "model": "claude-sonnet-5-5"}
{"work_id": 4385490078, "categories": ["computer_graphics"], "primary": "computer_graphics", "confidence": 0.95, "rationale": "Non-photorealistic rendering with suggestive contours for conveying shape.", "model": "claude-sonnet-5-5"}
{"work_id": 4321788308, "categories": ["computer_graphics", "database_systems"], "primary": "computer_graphics", "confidence": 0.45, "rationale": "Interactive visualization system for supermarket sales data and item associations; touches on data mining.", "model": "claude-sonnet-5-5"}
{"work_id": 2911494573, "categories": ["ai_accelerators", "scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "GPU SpMV auto-tuner is a numerical kernel optimization; it is more about sparse linear algebra than ML hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4405709446, "categories": ["generative_ai", "hci"], "primary": "generative_ai", "confidence": 0.6, "rationale": "AIGC for digital humans in the metaverse, covering content generation and multimodal interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4220934601, "categories": ["computer_graphics", "hci"], "primary": "computer_graphics", "confidence": 0.45, "rationale": "VR and 3D modeling for print advertisement visual optimization, using image mining.", "model": "claude-sonnet-5-5"}
{"work_id": 4417539761, "categories": ["computer_vision", "computer_graphics"], "primary": "computer_vision", "confidence": 0.8, "rationale": "3D reconstruction of articulated objects with Gaussian splatting and a part-aware representation.", "model": "claude-sonnet-5-5"}
{"work_id": 2804059852, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Phase error correction for fringe projection 3D profilometry, a 3D reconstruction problem.", "model": "claude-sonnet-5-5"}
{"work_id": 4417124644, "categories": ["generative_ai", "computer_graphics", "computer_vision"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Generative 4D inbetweening using video interpolation, diffusion and 3DGS.", "model": "claude-sonnet-5-5"}
{"work_id": 7131893792, "categories": ["multimodal_ai", "computer_vision", "robotics"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Uses LLaVA VLM with prompt engineering for pedestrian behavior detection from a robot's view.", "model": "claude-sonnet-5-5"}
{"work_id": 7160568041, "categories": ["multimodal_ai", "ai_safety"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Benchmark for chart understanding by VLMs, including hallucination detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4417286526, "categories": ["multimodal_ai", "computer_vision"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Explores VLMs with prompting for driver monitoring.", "model": "claude-sonnet-5-5"}
{"work_id": 3157008771, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.75, "rationale": "Statistical methods for ranking data: rank correlation, decision trees, bagging and boosting.", "model": "claude-sonnet-5-5"}
{"work_id": 3212108239, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Continual learning of language grounding using CLIP embeddings for referring expressions.", "model": "claude-sonnet-5-5"}
{"work_id": 7204869979, "categories": ["multimodal_ai", "reinforcement_learning"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Active manga VQA with group-relative policy optimization of a multimodal model.", "model": "claude-sonnet-5-5"}
{"work_id": 4402703549, "categories": ["multimodal_ai", "foundation_models"], "primary": "multimodal_ai", "confidence": 0.9, "rationale": "Open family of large multimodal models with datasets and training recipe.", "model": "claude-sonnet-5-5"}
{"work_id": 7083693837, "categories": ["multimodal_ai", "ai_safety"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Benchmark evaluating multimodal clinical reasoning of VLMs in neurology.", "model": "claude-sonnet-5-5"}
{"work_id": 4324302630, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Applies CLIP-style multimodal models to digital humanities collections.", "model": "claude-sonnet-5-5"}
{"work_id": 7172396779, "categories": ["multimodal_ai", "computer_vision"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Training-free text-to-video state moment retrieval with a frozen image-text encoder.", "model": "claude-sonnet-5-5"}
{"work_id": 3176349206, "categories": ["multimodal_ai", "deep_learning_architectures"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Cross-modal retrieval using adversarial networks and GNNs for image-text common representations.", "model": "claude-sonnet-5-5"}
{"work_id": 7220827782, "categories": ["information_retrieval", "multimodal_ai"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Multimodal retrieval in a RAG system for pediatric nutrition care; the abstract is uninformative, so the label rests on the title.", "model": "claude-sonnet-5-5"}
{"work_id": 4412945255, "categories": ["multimodal_ai", "llm"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Studies compositional generalization of multimodal LLMs on medical imaging and releases the Med-MAT dataset.", "model": "claude-sonnet-5-5"}
{"work_id": 7197818024, "categories": ["computer_vision", "computational_biology"], "primary": "computer_vision", "confidence": 0.55, "rationale": "Thesis on multimodal deep-learning analysis of medical data for diabetic retinopathy classification.", "model": "claude-sonnet-5-5"}
{"work_id": 4415538349, "categories": ["multimodal_ai", "nlp", "llm"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "MLLM with dialogue graphs for multimodal conversational aspect-based sentiment analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4403884255, "categories": ["multimodal_ai", "llm", "ai_safety"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Open-source multimodal model trained as an evaluator (LMM-as-a-judge) that also gives reward signals for preference learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7134939474, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Multimodal sentiment analysis with cross-modal attention fusion over text, audio and visual inputs.", "model": "claude-sonnet-5-5"}
{"work_id": 3205782068, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Audio-visual scene-aware dialog task, dataset and audio-visual transformer system with temporal reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 7166830964, "categories": ["multimodal_ai", "llm"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Evaluates large vision-language models on Bangla medical visual question answering.", "model": "claude-sonnet-5-5"}
{"work_id": 4394564345, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Visual dialog model with dynamic cross-modal interaction and graph reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 4381956051, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Multimodal text-image sentiment analysis using a vision-language pretrained model and contrastive learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7214149876, "categories": ["multimodal_ai", "hci"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Benchmarks MLLMs for chart-to-data/design extraction and presents a mixed-initiative interactive system.", "model": "claude-sonnet-5-5"}
{"work_id": 7160273623, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.6, "rationale": "Multimodal corpus of audio, video and motion with language annotations, plus speech-action alignment algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 4416060734, "categories": ["multimodal_ai", "generative_ai"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Diffusion model that completes missing modality features for multimodal emotion and intent recognition.", "model": "claude-sonnet-5-5"}
{"work_id": 7106312846, "categories": ["multimodal_ai", "reinforcement_learning"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Chest X-ray report generation from images with CLIP encoders and a REINFORCE reward.", "model": "claude-sonnet-5-5"}
{"work_id": 4414169798, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Medical image captioning and report generation from chest X-rays with CheXNet and BioGPT.", "model": "claude-sonnet-5-5"}
{"work_id": 7117449861, "categories": ["multimodal_ai", "foundation_models"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Multi-hop visual chain-of-thought VQA on a frozen vision-language model with low-rank adapters.", "model": "claude-sonnet-5-5"}
{"work_id": 4387968461, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.88, "rationale": "Knowledge-enhanced image captioning using a vision-language pre-training model, with a new benchmark.", "model": "claude-sonnet-5-5"}
{"work_id": 7131242786, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.9, "rationale": "Comparative evaluation of text-to-image diffusion models with image quality metrics.", "model": "claude-sonnet-5-5"}
{"work_id": 7155044497, "categories": ["llm", "multimodal_ai", "speech_audio", "reinforcement_learning"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "RL training of multimodal LLMs for speech summarization directly from audio.", "model": "claude-sonnet-5-5"}
{"work_id": 4410698082, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Multimodal sentiment analysis fusing text, audio and visual data via cross-modal attention and contrastive learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7128505395, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Video-text alignment and reasoning to generate explanations for fake news videos.", "model": "claude-sonnet-5-5"}
{"work_id": 4387969592, "categories": ["generative_ai", "multimodal_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Stable Diffusion-based image reconstruction from fMRI using CLIP text and visual features.", "model": "claude-sonnet-5-5"}
{"work_id": 2998378979, "categories": ["multimodal_ai", "information_retrieval"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Cross-modal retrieval across multiple modalities with a graph attention network and a GAN.", "model": "claude-sonnet-5-5"}
{"work_id": 4404688739, "categories": ["multimodal_ai", "ai_safety"], "primary": "multimodal_ai", "confidence": 0.6, "rationale": "Interpretability of image-text pairing in multimodal data fusion using a counterfactual method.", "model": "claude-sonnet-5-5"}
{"work_id": 3201123210, "categories": ["multimodal_ai", "deep_learning_architectures"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Multimodal emotion recognition from text, speech and vision using a hierarchical fusion graph convolutional network.", "model": "claude-sonnet-5-5"}
{"work_id": 4412082472, "categories": ["multimodal_ai", "deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.65, "rationale": "Token pruning for efficient inference of large multimodal models such as BLIP-2.", "model": "claude-sonnet-5-5"}
{"work_id": 4412438803, "categories": ["multimodal_ai", "generative_ai"], "primary": "generative_ai", "confidence": 0.6, "rationale": "Poster layout generation using multimodal training and chain-of-thought.", "model": "claude-sonnet-5-5"}
{"work_id": 3034253961, "categories": ["ai_agents", "multimodal_ai", "reinforcement_learning"], "primary": "ai_agents", "confidence": 0.75, "rationale": "Vision-and-language navigation agent trained with imitation learning and curriculum RL, with new benchmarks.", "model": "claude-sonnet-5-5"}
{"work_id": 7213885858, "categories": ["multimodal_ai"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Robust image-text crisis classification that handles degraded or missing modalities.", "model": "claude-sonnet-5-5"}
{"work_id": 7126829820, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.8, "rationale": "Multimodal meme sexism classification with image and text embeddings and contrastive learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7155094944, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Abstract visual reasoning on RAVEN with a dual-path attention model and contrastive rule learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7169863823, "categories": ["multimodal_ai", "ai_agents"], "primary": "multimodal_ai", "confidence": 0.7, "rationale": "Multimodal LLM adapted for vision-language navigation, with a Q-Former, LoRA and Ascend NPU training.", "model": "claude-sonnet-5-5"}
{"work_id": 4313013123, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.65, "rationale": "Survey of multimodal event detection from Twitter data.", "model": "claude-sonnet-5-5"}
{"work_id": 4404450837, "categories": ["multimodal_ai", "generative_ai", "llm"], "primary": "multimodal_ai", "confidence": 0.85, "rationale": "Any-to-many multimodal LLM that generates text plus multiple other modalities.", "model": "claude-sonnet-5-5"}
{"work_id": 4283511515, "categories": ["multimodal_ai", "nlp"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Multimodal cheapfake detection using image captioning to relate images and captions.", "model": "claude-sonnet-5-5"}
{"work_id": 4398157060, "categories": ["ai_agents", "multimodal_ai", "llm"], "primary": "ai_agents", "confidence": 0.75, "rationale": "LLM-based vision-and-language navigation agent with a memory map and chain-of-thought reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 4405779000, "categories": ["multimodal_ai", "computer_vision"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Uses the language modality to guide vision anomaly detection through cross-modal guidance.", "model": "claude-sonnet-5-5"}
{"work_id": 7114776455, "categories": ["generative_ai", "hci"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Template-based text-to-image generation of accessible illustrations for simplified text.", "model": "claude-sonnet-5-5"}
{"work_id": 7171869391, "categories": ["multimodal_ai", "llm", "information_retrieval"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Retrieval-based knowledge augmentation of multimodal LLMs for substation inspection, with a benchmark.", "model": "claude-sonnet-5-5"}
{"work_id": 7118751186, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Library science user survey of digital library services; not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4321485607, "categories": ["software_engineering", "information_retrieval"], "primary": "software_engineering", "confidence": 0.8, "rationale": "Code search framework combining IR, bi-encoder and cross-encoder ranking to aid developers.", "model": "claude-sonnet-5-5"}
{"work_id": 7124998404, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.6, "rationale": "Recommender system for streams and colleges with ML and an NLP interface.", "model": "claude-sonnet-5-5"}
{"work_id": 4376653350, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.75, "rationale": "Scoping review of computational reviewer-paper matching, a scholarly recommendation and retrieval problem.", "model": "claude-sonnet-5-5"}
{"work_id": 4285188099, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Ontology-based meta-learning recommendation of feature selection algorithms; closest to ML methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 7219176552, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Skill recommendation method using freelancing platform logs; recommender systems.", "model": "claude-sonnet-5-5"}
{"work_id": 7221366546, "categories": ["nlp"], "primary": "nlp", "confidence": 0.9, "rationale": "Sentiment analysis of Instagram comments using Naive Bayes and TF-IDF.", "model": "claude-sonnet-5-5"}
{"work_id": 7135293231, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Information systems thesis on paid Q&A user engagement and social media behavior; closest to social computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7204876499, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Digital-library study of scholarly record curatability for open LLM artifacts; the object is metadata and records, not the models.", "model": "claude-sonnet-5-5"}
{"work_id": 3175543912, "categories": ["information_retrieval", "hci"], "primary": "information_retrieval", "confidence": 0.45, "rationale": "Terminology of exploratory search and information architecture; user information-seeking behavior.", "model": "claude-sonnet-5-5"}
{"work_id": 4319781162, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.85, "rationale": "Recommender system (collaborative topic regression) with vocabulary completion via a pretrained language model.", "model": "claude-sonnet-5-5"}
{"work_id": 3208454977, "categories": ["information_retrieval", "nlp"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Dataset recommendation framed as text classification for research problem descriptions; retrieval/recommendation focus.", "model": "claude-sonnet-5-5"}
{"work_id": 4391682048, "categories": ["information_retrieval", "privacy_preserving_computation"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Comparative study of recommender algorithms on perturbed ratings (differential privacy).", "model": "claude-sonnet-5-5"}
{"work_id": 7125905211, "categories": ["information_retrieval", "deep_learning_architectures"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "POI recommendation/CTR prediction with a graph-Mamba model.", "model": "claude-sonnet-5-5"}
{"work_id": 2888686055, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.75, "rationale": "Weather and location aware recommender system using HMM with IoT sensor data.", "model": "claude-sonnet-5-5"}
{"work_id": 2798885959, "categories": ["information_retrieval", "hci"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Study of web search result readability and relevance for dyslexic searchers; accessibility in search.", "model": "claude-sonnet-5-5"}
{"work_id": 3093888250, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.55, "rationale": "Long-tailed sequential user behavior modeling, transferable parameters for recommendation; abstract minimal.", "model": "claude-sonnet-5-5"}
{"work_id": 7206221668, "categories": [], "primary": null, "confidence": 0.95, "rationale": "University library information bulletin, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2907543384, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.7, "rationale": "Ontology-based personalized learning path recommendation system.", "model": "claude-sonnet-5-5"}
{"work_id": 7138937744, "categories": ["information_retrieval", "multimodal_ai"], "primary": "information_retrieval", "confidence": 0.7, "rationale": "E-commerce recommendation model with multimodal fusion, large representation learning and RL-based marketing.", "model": "claude-sonnet-5-5"}
{"work_id": 3036207666, "categories": ["information_retrieval", "ai_safety"], "primary": "information_retrieval", "confidence": 0.6, "rationale": "Fairness framework for recommender and search systems in two-sided marketplaces.", "model": "claude-sonnet-5-5"}
{"work_id": 4409095591, "categories": ["information_retrieval", "multimodal_ai", "hci"], "primary": "information_retrieval", "confidence": 0.4, "rationale": "Knowledge-graph classification of multimodal medical VR resources plus a recommender.", "model": "claude-sonnet-5-5"}
{"work_id": 4399261954, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Minimal abstract on web scraping for product analysis; no clear category contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4224219747, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Book chapter on latent factors in collaborative filtering recommenders.", "model": "claude-sonnet-5-5"}
{"work_id": 7172068451, "categories": ["information_retrieval", "software_engineering"], "primary": "information_retrieval", "confidence": 0.6, "rationale": "Neural code-to-code retrieval system with FAISS index, evaluated against BM25.", "model": "claude-sonnet-5-5"}
{"work_id": 7221540348, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Web prototype recognizing children from their interaction (image selection) patterns, tested in a user study.", "model": "claude-sonnet-5-5"}
{"work_id": 7160413516, "categories": ["information_retrieval", "multimodal_ai", "llm"], "primary": "multimodal_ai", "confidence": 0.6, "rationale": "Vision-language-model visual attribution for iterative RAG over document screenshots.", "model": "claude-sonnet-5-5"}
{"work_id": 4415775831, "categories": ["llm"], "primary": "llm", "confidence": 0.7, "rationale": "RAG system with QLoRA-tuned Mistral-7B for maritime assessment feedback.", "model": "claude-sonnet-5-5"}
{"work_id": 4306317060, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.85, "rationale": "Consistency metric for evaluating neural IR ranking models across query reformulations.", "model": "claude-sonnet-5-5"}
{"work_id": 4409365993, "categories": ["ml_theory", "information_retrieval"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Prioritized multi-task optimization with Lagrangian multiplier methods and guarantees, applied to search ranking.", "model": "claude-sonnet-5-5"}
{"work_id": 2883625840, "categories": ["information_retrieval", "hci"], "primary": "information_retrieval", "confidence": 0.7, "rationale": "Thesis on a tourism destination recommender built with ML classifiers, ensembles and an adaptive user interface.", "model": "claude-sonnet-5-5"}
{"work_id": 4224311926, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Interpretable collaborative filtering for attribute-based recommendation.", "model": "claude-sonnet-5-5"}
{"work_id": 7131644180, "categories": ["information_retrieval", "llm"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "LLM offline reasoning to build persona-based item indexes for efficient recommendation.", "model": "claude-sonnet-5-5"}
{"work_id": 4404884507, "categories": ["privacy_preserving_computation", "blockchain", "information_retrieval"], "primary": "privacy_preserving_computation", "confidence": 0.6, "rationale": "Combines differential privacy and blockchain for privacy-preserving recommender systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3208034694, "categories": ["software_engineering", "hci"], "primary": "software_engineering", "confidence": 0.6, "rationale": "Automated accessibility testing of dynamic web applications via a crawler framework.", "model": "claude-sonnet-5-5"}
{"work_id": 4377079764, "categories": ["information_retrieval", "deep_learning_architectures"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Multi-interest sequential recommendation model using capsule networks and attention.", "model": "claude-sonnet-5-5"}
{"work_id": 4412377349, "categories": ["information_retrieval", "deep_learning_architectures"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Graph debiasing for next POI recommendation, a recommender systems task using GNNs.", "model": "claude-sonnet-5-5"}
{"work_id": 3094673112, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.35, "rationale": "Survey of AI systems for tourism including recommender systems; only loosely a recommendation focus.", "model": "claude-sonnet-5-5"}
{"work_id": 7206653269, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Library newsletter, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2801495198, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Short book review on internet searching in a librarianship journal, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3000081209, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.9, "rationale": "Collaborative filtering movie recommender implementation and evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 7128791697, "categories": ["information_retrieval", "computer_vision", "hci"], "primary": "information_retrieval", "confidence": 0.6, "rationale": "Emotion-aware video recommender using CNN facial emotion detection and GA-PSO optimisation; affective computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4389683448, "categories": ["hci"], "primary": "hci", "confidence": 0.55, "rationale": "Survey-based study of how recommender quality affects consumer purchase intention; user-behaviour study.", "model": "claude-sonnet-5-5"}
{"work_id": 6910675515, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Bibliometric/sociological study of academia-industry norms in AI research; not core CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4391150058, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.4, "rationale": "Personalization techniques for semantic web, search and agent synthesis; loosely web/IR.", "model": "claude-sonnet-5-5"}
{"work_id": 7220856794, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Theological and narrative identity literature review about recommendation algorithms; not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7217759194, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.8, "rationale": "Category-based personalized search using session clustering with SVM.", "model": "claude-sonnet-5-5"}
{"work_id": 7160261118, "categories": ["ml_theory", "deep_learning_architectures"], "primary": "ml_theory", "confidence": 0.7, "rationale": "Neural causal inference for individual treatment effect estimation under imbalance and cold-start.", "model": "claude-sonnet-5-5"}
{"work_id": 4415702047, "categories": ["privacy_preserving_computation", "information_retrieval"], "primary": "privacy_preserving_computation", "confidence": 0.8, "rationale": "Defends recommender embeddings against attribute inference attacks via gradient obfuscation.", "model": "claude-sonnet-5-5"}
{"work_id": 7160178876, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.5, "rationale": "Website structure analysis and automatic hyperlink reconfiguration using page similarity, for navigation and search indexing.", "model": "claude-sonnet-5-5"}
{"work_id": 3169195854, "categories": ["compilers"], "primary": "compilers", "confidence": 0.8, "rationale": "Studies loop transformations and polyhedral model for compiler optimization performance.", "model": "claude-sonnet-5-5"}
{"work_id": 4412395283, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Clinical randomized trial of a mHealth app; not CS research focus.", "model": "claude-sonnet-5-5"}
{"work_id": 2798370950, "categories": ["compilers"], "primary": "compilers", "confidence": 0.92, "rationale": "JIT compiler design for PHP/Hack at PLDI.", "model": "claude-sonnet-5-5"}
{"work_id": 3179712771, "categories": [], "primary": null, "confidence": 0.8, "rationale": "ESL error analysis and a grammar website; language teaching, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7213884990, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Community service literacy training for high school students; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 1555598009, "categories": ["compilers"], "primary": "compilers", "confidence": 0.9, "rationale": "Code generator with stack scheduling for stack-based execution.", "model": "claude-sonnet-5-5"}
{"work_id": 7221269676, "categories": [], "primary": null, "confidence": 0.6, "rationale": "AutoLISP script for electrical design automation; engineering application, little CS research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 2591985246, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Curriculum reform in computer organization education; not a CS research topic in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 3109527096, "categories": ["compilers"], "primary": "compilers", "confidence": 0.93, "rationale": "Compiler optimization with online profiling evaluated on LLVM.", "model": "claude-sonnet-5-5"}
{"work_id": 4407848518, "categories": ["compilers"], "primary": "compilers", "confidence": 0.93, "rationale": "MLIR Transform dialect for controlling compiler transformations.", "model": "claude-sonnet-5-5"}
{"work_id": 4282571853, "categories": [], "primary": null, "confidence": 0.6, "rationale": "DC motor speed control with PID and fuzzy logic is control engineering, not covered by any computer-science category.", "model": "claude-sonnet-5-5"}
{"work_id": 4410182237, "categories": [], "primary": null, "confidence": 0.45, "rationale": "Educational puzzle game using a forward chaining rule. It is a simple application with no clear research contribution in any category.", "model": "claude-sonnet-5-5"}
{"work_id": 4321500346, "categories": ["compilers", "programming_languages"], "primary": "compilers", "confidence": 0.8, "rationale": "CARMOT is a compiler and runtime tool for characterizing program state, supporting OpenMP and smart pointer abstractions.", "model": "claude-sonnet-5-5"}
{"work_id": 2908836625, "categories": ["compilers"], "primary": "compilers", "confidence": 0.3, "rationale": "The title concerns optimizing the compilation of probabilistic business rules using PRM, but the abstract is empty, so the rating rests on the title alone.", "model": "claude-sonnet-5-5"}
{"work_id": 7128400621, "categories": ["compilers", "quantum_computing", "programming_languages"], "primary": "compilers", "confidence": 0.88, "rationale": "Adapts classical compiler passes (static analyses) to quantum programs, which also touches quantum software and program analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4386528956, "categories": ["compilers", "ai_accelerators", "distributed_computing"], "primary": "compilers", "confidence": 0.7, "rationale": "Direct GPU compilation through LLVM/OpenMP offloading, using ensemble execution to improve GPU parallelism and utilization.", "model": "claude-sonnet-5-5"}
{"work_id": 2901311712, "categories": ["compilers", "ai_accelerators"], "primary": "compilers", "confidence": 0.6, "rationale": "CUDA kernel block size tuning and mixed precision tuning, using performance models and search for GPU program optimization.", "model": "claude-sonnet-5-5"}
{"work_id": 4401497158, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "CMOS circuit design of an inductor-current sensor for a DC-DC converter. This is analog/VLSI hardware design and only loosely fits computer architecture.", "model": "claude-sonnet-5-5"}
{"work_id": 3188260334, "categories": ["compilers", "programming_languages"], "primary": "compilers", "confidence": 0.75, "rationale": "Managed-runtime optimization (lookup caches, monomorphization bottlenecks) based on program execution phases, which is JIT and VM compilation work.", "model": "claude-sonnet-5-5"}
{"work_id": 2992990171, "categories": [], "primary": null, "confidence": 0.95, "rationale": "College English teaching methods are education research, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4415934317, "categories": ["compilers", "programming_languages"], "primary": "compilers", "confidence": 0.8, "rationale": "Program specialization via transformations and a Cloud Sisal compiler for parallel code.", "model": "claude-sonnet-5-5"}
{"work_id": 3020776133, "categories": ["ai_accelerators", "compilers"], "primary": "ai_accelerators", "confidence": 0.6, "rationale": "Translator from NNEF IR to clDNN to speed up NN inference on OpenCL/Intel devices.", "model": "claude-sonnet-5-5"}
{"work_id": 2794424394, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Control theory for memristive neural networks; not within the CS categories.", "model": "claude-sonnet-5-5"}
{"work_id": 4206295199, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Relevance vector machine (Bayesian method) for electrode selection in tomography imaging.", "model": "claude-sonnet-5-5"}
{"work_id": 4403183224, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Control-theoretic stability analysis of semi-Markov jump systems; not CS in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4380434351, "categories": ["compilers", "computer_architecture"], "primary": "compilers", "confidence": 0.8, "rationale": "Compilation and optimisation for heterogeneous embedded multicore platforms, source-to-source compilation.", "model": "claude-sonnet-5-5"}
{"work_id": 3134130217, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational study of digital resources in early education, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2906120018, "categories": ["programming_languages", "software_engineering"], "primary": "programming_languages", "confidence": 0.6, "rationale": "Static code analyzer using SSA and dataflow analysis for an educational algorithms portal.", "model": "claude-sonnet-5-5"}
{"work_id": 2897836007, "categories": ["compilers"], "primary": "compilers", "confidence": 0.85, "rationale": "Automatic loop parallelization by detecting scans and reductions in recurrences.", "model": "claude-sonnet-5-5"}
{"work_id": 3193709667, "categories": ["compilers", "algorithms"], "primary": "compilers", "confidence": 0.8, "rationale": "Polyhedral-style parallel tiled code generation for linear recurrences with OpenMP.", "model": "claude-sonnet-5-5"}
{"work_id": 4392877469, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Fuzzy control implemented on an AT89C51 microcontroller-based process controller; embedded hardware/software, weak fit to the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 2981857535, "categories": ["database_systems", "compilers"], "primary": "database_systems", "confidence": 0.8, "rationale": "Machine code caching for the PostgreSQL query JIT compiler, covering both query execution and JIT compilation.", "model": "claude-sonnet-5-5"}
{"work_id": 2886921199, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Iterative learning control for wind turbines is control engineering, not matching any CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 4226087031, "categories": ["edge_computing", "hci"], "primary": "edge_computing", "confidence": 0.4, "rationale": "Smart-city sensor network instrument deployment with community engagement; IoT platform as computing substrate.", "model": "claude-sonnet-5-5"}
{"work_id": 4392445319, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Sequence mining of student game logs to understand problem-solving behavior in a learning environment.", "model": "claude-sonnet-5-5"}
{"work_id": 4416730187, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Development of a teacher administration application with the ADDIE model and validation; applied software development.", "model": "claude-sonnet-5-5"}
{"work_id": 3138455952, "categories": ["compilers", "database_systems", "ai_accelerators"], "primary": "compilers", "confidence": 0.8, "rationale": "Query compilation on GPUs: code generation and optimization for database queries on GPU hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 2912097352, "categories": ["compilers", "applied_cryptography"], "primary": "compilers", "confidence": 0.75, "rationale": "Compilation technique that works under hardware aliasing and encrypted computing.", "model": "claude-sonnet-5-5"}
{"work_id": 4384026566, "categories": ["compilers"], "primary": "compilers", "confidence": 0.85, "rationale": "Automatic optimizer for straightline code, outperforming off-the-shelf compilers; code generation and optimization.", "model": "claude-sonnet-5-5"}
{"work_id": 4411259674, "categories": ["compilers", "formal_verification"], "primary": "compilers", "confidence": 0.75, "rationale": "Self-adaptive compilation framework switching between verified and optimized compilation for embedded systems.", "model": "claude-sonnet-5-5"}
{"work_id": 7142973430, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Education assessment instrument development; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3161777593, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Vocational English textbook reform; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4290851516, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.75, "rationale": "Domain adaptation source selection for Sentinel-2 remote sensing imagery regression.", "model": "claude-sonnet-5-5"}
{"work_id": 7203891956, "categories": ["programming_languages", "compilers"], "primary": "programming_languages", "confidence": 0.8, "rationale": "Region-based memory management and tail recursion semantics; relates to continuation marks in language implementation.", "model": "claude-sonnet-5-5"}
{"work_id": 3082269642, "categories": ["compilers", "computer_architecture"], "primary": "compilers", "confidence": 0.7, "rationale": "Automated transformation of Simulink models via IBSDF intermediate representation to multi-core embedded code; compile-time verification of properties.", "model": "claude-sonnet-5-5"}
{"work_id": 4386632677, "categories": ["programming_languages", "compilers"], "primary": "compilers", "confidence": 0.65, "rationale": "Extensible compact Scheme VM where the compiler generates specialized VMs; VM implementation.", "model": "claude-sonnet-5-5"}
{"work_id": 7160557760, "categories": ["compilers", "ai_accelerators"], "primary": "compilers", "confidence": 0.85, "rationale": "AOT compiler for PyTorch CPU inference emitting LLVM IR; ML compiler.", "model": "claude-sonnet-5-5"}
{"work_id": 7131081605, "categories": ["compilers", "database_systems"], "primary": "compilers", "confidence": 0.7, "rationale": "Source-to-source DataFrame query optimizer with IR and rewrite rules, published at CGO.", "model": "claude-sonnet-5-5"}
{"work_id": 4403493438, "categories": ["compilers", "programming_languages"], "primary": "compilers", "confidence": 0.85, "rationale": "Generating abstract-interpretation optimizer for CPython JIT from a DSL.", "model": "claude-sonnet-5-5"}
{"work_id": 7115276129, "categories": ["compilers", "programming_languages"], "primary": "compilers", "confidence": 0.6, "rationale": "Common compiler ecosystem for DSLs; minimal abstract but title is clear.", "model": "claude-sonnet-5-5"}
{"work_id": 2905512450, "categories": ["speech_audio", "hci"], "primary": "speech_audio", "confidence": 0.6, "rationale": "Audio spatialisation library with hearing loss and hearing aid simulation for virtual environments; audio processing with an HCI/accessibility angle.", "model": "claude-sonnet-5-5"}
{"work_id": 4415312216, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Learning-based sound field reproduction for automotive audio systems is audio signal processing.", "model": "claude-sonnet-5-5"}
{"work_id": 7219107916, "categories": ["speech_audio", "hci"], "primary": "speech_audio", "confidence": 0.75, "rationale": "ResNet-50 environmental sound classification in an Android app for hearing-impaired users, with a usability evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 2805996599, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Age identification from voice using GMM supervectors and DNNs is speaker characterisation, i.e. speech processing.", "model": "claude-sonnet-5-5"}
{"work_id": 4388462287, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.5, "rationale": "Book chapter on microphone use techniques in audio recording; a practical audio engineering topic with weak computer-science content.", "model": "claude-sonnet-5-5"}
{"work_id": 4307835756, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Sparse array design for DOA estimation is array signal processing for radar and sonar, which fits none of the computer-science categories.", "model": "claude-sonnet-5-5"}
{"work_id": 4414880351, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.75, "rationale": "Acoustic drone detection using Hilbert-Huang Transform, MFCC features and a lightweight neural network is audio event detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4384303965, "categories": ["speech_audio", "multimodal_ai"], "primary": "speech_audio", "confidence": 0.85, "rationale": "Audio-visual multi-channel speech separation, dereverberation and recognition; mainly speech processing with a visual modality.", "model": "claude-sonnet-5-5"}
{"work_id": 4385474051, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Data augmentation and pre-training for end-to-end ASR.", "model": "claude-sonnet-5-5"}
{"work_id": 4386436058, "categories": ["multimodal_ai", "speech_audio"], "primary": "multimodal_ai", "confidence": 0.75, "rationale": "Audio-video contrastive dual-encoder learning for music videos, evaluated on music tagging and genre classification.", "model": "claude-sonnet-5-5"}
{"work_id": 6966747421, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.7, "rationale": "MFCC-based analysis of L1 influence on L2 pronunciation; acoustic speech analysis with classical ML.", "model": "claude-sonnet-5-5"}
{"work_id": 7162373303, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Music source separation comparing DenseNet-based models.", "model": "claude-sonnet-5-5"}
{"work_id": 4387489607, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.35, "rationale": "Deep learning DOA estimation for array signals; signal processing with autoencoder and VGG networks, no clean category fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4392902829, "categories": ["speech_audio", "multimodal_ai"], "primary": "speech_audio", "confidence": 0.85, "rationale": "Challenge overview for audio-visual target speaker extraction, benchmark for speech front-end.", "model": "claude-sonnet-5-5"}
{"work_id": 3156731511, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Language model integration for attention encoder-decoder ASR.", "model": "claude-sonnet-5-5"}
{"work_id": 7139231366, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Harp performance dataset and DTW-based rhythm analysis; music information retrieval.", "model": "claude-sonnet-5-5"}
{"work_id": 7155062195, "categories": ["speech_audio", "generative_ai"], "primary": "speech_audio", "confidence": 0.85, "rationale": "Speech restoration using latent acoustic features and diffusion, fast inference.", "model": "claude-sonnet-5-5"}
{"work_id": 2936511587, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.92, "rationale": "Speaker recognition embeddings and domain adaptation with autoencoders.", "model": "claude-sonnet-5-5"}
{"work_id": 2910678517, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.6, "rationale": "Geometric calibration of distributed microphone arrays; acoustic signal processing and source localisation.", "model": "claude-sonnet-5-5"}
{"work_id": 4412729123, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Music mixing practice book chapter; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4400037432, "categories": ["speech_audio", "hci"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Speech-based emotion recognition using bispectrum images and a CNN; affective computing is a secondary fit.", "model": "claude-sonnet-5-5"}
{"work_id": 2883033779, "categories": ["speech_audio", "algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Blind source separation solved with an Invasive Weed Optimization metaheuristic; the contribution is mainly the optimization algorithm, with signal separation as the application.", "model": "claude-sonnet-5-5"}
{"work_id": 2991471437, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Music information retrieval: HMM-based structure analysis of sonata form with a released annotated dataset.", "model": "claude-sonnet-5-5"}
{"work_id": 4327772893, "categories": ["speech_audio", "generative_ai"], "primary": "speech_audio", "confidence": 0.6, "rationale": "Deep learning for music score recognition and algorithmic composition; falls under music computing and generation.", "model": "claude-sonnet-5-5"}
{"work_id": 7172368152, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Physical acoustics and mechanics of piano performance; it is not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7166639495, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.92, "rationale": "Multi-channel target speaker extraction for ASR in multi-party conversations, with no diarization step.", "model": "claude-sonnet-5-5"}
{"work_id": 7169835704, "categories": ["generative_ai", "speech_audio"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Zero-shot music editing with a rectified-flow diffusion transformer and a high-order ODE solver; this is generative modelling applied to audio.", "model": "claude-sonnet-5-5"}
{"work_id": 4411133045, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.85, "rationale": "Multi-label bird species classification from audio using CNN transfer learning and an LSTM; this is audio event detection.", "model": "claude-sonnet-5-5"}
{"work_id": 7140139406, "categories": ["speech_audio", "nlp"], "primary": "speech_audio", "confidence": 0.88, "rationale": "Irish ASR transcription system with semi-supervised acoustic modelling, plus punctuation and capitalisation restoration.", "model": "claude-sonnet-5-5"}
{"work_id": 4411733613, "categories": ["hci", "speech_audio"], "primary": "hci", "confidence": 0.6, "rationale": "Empirical user study of feedback conditions in an ASR-based reading tutor for children; the contribution is the educational interaction study, not the ASR itself.", "model": "claude-sonnet-5-5"}
{"work_id": 4405633169, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Continual learning for ASR using a machine speech chain with TTS replay; speech recognition is the core.", "model": "claude-sonnet-5-5"}
{"work_id": 4313196217, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.88, "rationale": "CNN-based classification of Vietnamese folk songs is music information retrieval.", "model": "claude-sonnet-5-5"}
{"work_id": 3197227964, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Personalized speech enhancement using self-supervised data purification.", "model": "claude-sonnet-5-5"}
{"work_id": 2932055495, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.85, "rationale": "End-to-end CNN binaural sound source localisation from raw waveform; audio processing.", "model": "claude-sonnet-5-5"}
{"work_id": 7122349630, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Systematic survey of automatic music plagiarism detection, which is music information retrieval.", "model": "claude-sonnet-5-5"}
{"work_id": 2980513516, "categories": ["speech_audio", "cybersecurity"], "primary": "speech_audio", "confidence": 0.8, "rationale": "Spoofing countermeasures for speaker verification using glottal features; speech processing with a security angle.", "model": "claude-sonnet-5-5"}
{"work_id": 2965346518, "categories": ["hci"], "primary": "hci", "confidence": 0.45, "rationale": "Musical score representation using colour and shape, based on cross-modal mapping; visual notation design is closest to HCI.", "model": "claude-sonnet-5-5"}
{"work_id": 3094199623, "categories": ["speech_audio", "deep_learning_architectures"], "primary": "speech_audio", "confidence": 0.88, "rationale": "Real-time speech enhancement using a dual-path self-attention RNN.", "model": "claude-sonnet-5-5"}
{"work_id": 3196692235, "categories": ["speech_audio", "computational_biology"], "primary": "speech_audio", "confidence": 0.7, "rationale": "COVID-19 detection from cough sounds using acoustic features; audio analysis with a health application.", "model": "claude-sonnet-5-5"}
{"work_id": 4386556071, "categories": ["speech_audio", "generative_ai"], "primary": "speech_audio", "confidence": 0.75, "rationale": "VAE-based disentanglement of harmonic and rhythmic features in music audio, applied to remix generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4390905911, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.93, "rationale": "Streaming ASR domain adaptation with CTC decoding is core speech recognition.", "model": "claude-sonnet-5-5"}
{"work_id": 2982577960, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.6, "rationale": "Single-channel blind source separation of mixed signals including speech; audio separation focus.", "model": "claude-sonnet-5-5"}
{"work_id": 3160275121, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.9, "rationale": "Multilingual phonetic dataset for low-resource phone recognition.", "model": "claude-sonnet-5-5"}
{"work_id": 4212954326, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Underwater array beamforming signal processing; not clearly a CS category in this ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 3134129880, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Physics World popular article on smart speaker acoustic sensors; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7156277776, "categories": ["speech_audio", "edge_computing"], "primary": "speech_audio", "confidence": 0.7, "rationale": "Acoustic drone detection and localization with a compact CNN, deployed as TinyML on embedded hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 7148385849, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.85, "rationale": "Evaluates self-supervised speech representations for diarization and separation.", "model": "claude-sonnet-5-5"}
{"work_id": 3033627755, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.93, "rationale": "End-to-end neural speaker diarization method.", "model": "claude-sonnet-5-5"}
{"work_id": 4415338423, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.92, "rationale": "Benchmarking of speaker diarization models across datasets.", "model": "claude-sonnet-5-5"}
{"work_id": 4411173190, "categories": ["speech_audio"], "primary": "speech_audio", "confidence": 0.7, "rationale": "sEMG-based unvoiced speech word classification with ML models.", "model": "claude-sonnet-5-5"}
{"work_id": 7105655369, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Scoping review protocol on knowledge graphs and semantic technologies for data integration in sport science; closest fit is data management, weakly.", "model": "claude-sonnet-5-5"}
{"work_id": 4412742458, "categories": ["generative_ai", "hci"], "primary": "generative_ai", "confidence": 0.5, "rationale": "Systematic review of AI-generated instructional videos (AIGC pipeline: image generation, speech synthesis, animation) and their learning impacts.", "model": "claude-sonnet-5-5"}
{"work_id": 3097725556, "categories": ["database_systems", "software_engineering"], "primary": "database_systems", "confidence": 0.55, "rationale": "Process mining connector extracting event logs from the Camunda workflow engine; data extraction and mining of process data.", "model": "claude-sonnet-5-5"}
{"work_id": 4317502683, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Data integration of hospital and management information systems and its effect on report accuracy.", "model": "claude-sonnet-5-5"}
{"work_id": 4411208804, "categories": ["cloud_computing", "software_engineering", "distributed_computing"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Scalable architecture patterns (microservices, CQRS, Kubernetes, serverless) for AI-CRM systems.", "model": "claude-sonnet-5-5"}
{"work_id": 7107958642, "categories": ["database_systems", "programming_languages"], "primary": "database_systems", "confidence": 0.65, "rationale": "Course on Datalog, its extensions and Datalog engines for computing on structured data.", "model": "claude-sonnet-5-5"}
{"work_id": 2991196924, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Only a title is available, suggesting integrating linked open data into a data cube. The abstract is empty, so there is too little information to assign a category confidently.", "model": "claude-sonnet-5-5"}
{"work_id": 4414507907, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.6, "rationale": "Hybrid SQL/NoSQL databases with AI-driven optimizations; only the title is informative.", "model": "claude-sonnet-5-5"}
{"work_id": 4225908445, "categories": ["database_systems", "algorithms"], "primary": "database_systems", "confidence": 0.85, "rationale": "Efficient skyline query processing algorithm on massive incomplete data.", "model": "claude-sonnet-5-5"}
{"work_id": 4307637929, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "Survey of managers on human-AI collaboration in strategic marketing decisions; weak CS content, closest to human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 7218431496, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Applied data mining with C4.5 classification for sales prediction; closest category is data mining as data management, though weak.", "model": "claude-sonnet-5-5"}
{"work_id": 3018396859, "categories": ["database_systems", "distributed_computing"], "primary": "database_systems", "confidence": 0.8, "rationale": "Experimental study of Hive query performance on SQL-on-Hadoop engines and data distribution.", "model": "claude-sonnet-5-5"}
{"work_id": 2604259521, "categories": ["database_systems", "nlp"], "primary": "database_systems", "confidence": 0.65, "rationale": "Knowledge base construction system from richly formatted data with a data model and deep learning extraction; SIGMOD data management.", "model": "claude-sonnet-5-5"}
{"work_id": 2920557606, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.4, "rationale": "Performance analysis of hyperspectral iris imaging instrument; image acquisition system evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 2951532316, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.85, "rationale": "Database extension for spatio-temporal data streams with continuous queries and window operators.", "model": "claude-sonnet-5-5"}
{"work_id": 4327772251, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Generic data mining overview in information management systems; weakly data mining as data management.", "model": "claude-sonnet-5-5"}
{"work_id": 2799038541, "categories": ["database_systems", "algorithms"], "primary": "database_systems", "confidence": 0.7, "rationale": "Index structure for MSO query enumeration under updates; PODS database theory with algorithmic flavor.", "model": "claude-sonnet-5-5"}
{"work_id": 4289533871, "categories": ["database_systems", "algorithms", "distributed_computing"], "primary": "database_systems", "confidence": 0.8, "rationale": "Distributed subgraph matching framework implemented on Pregel+, graph query processing.", "model": "claude-sonnet-5-5"}
{"work_id": 2942479669, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.8, "rationale": "Converting unstructured data to structured form using NoSQL Couchbase document database.", "model": "claude-sonnet-5-5"}
{"work_id": 7131351419, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "AI-assisted transaction processing system for counselors; applied information system with effectiveness evaluation, weak fit.", "model": "claude-sonnet-5-5"}
{"work_id": 7159658581, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Applies a Naive Bayes classifier to hiring decisions; a routine application with no clear contribution to any ontology category.", "model": "claude-sonnet-5-5"}
{"work_id": 4401268941, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Library science textbook on data librarianship; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7161581487, "categories": ["database_systems", "information_retrieval"], "primary": "database_systems", "confidence": 0.85, "rationale": "Filtered vector ANNS indexing with selectivity estimation in a data management venue (PACMMOD); vector database query processing.", "model": "claude-sonnet-5-5"}
{"work_id": 4387233410, "categories": [], "primary": null, "confidence": 0.45, "rationale": "Routine application of a neural network with PSO to predict student graduation; no clear contribution to a specific category.", "model": "claude-sonnet-5-5"}
{"work_id": 2997642018, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Development of a payroll information system using the prototype method, PHP and MySQL; an applied software development project.", "model": "claude-sonnet-5-5"}
{"work_id": 3168932797, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.7, "rationale": "Record linkage (deterministic and probabilistic) for data integration across health databases; data integration and cleaning.", "model": "claude-sonnet-5-5"}
{"work_id": 7118687013, "categories": ["generative_ai", "hci"], "primary": "generative_ai", "confidence": 0.5, "rationale": "Systematic review of generative AI and deep learning in personalized education; covers adaptive content creation and human-AI aspects.", "model": "claude-sonnet-5-5"}
{"work_id": 4401822397, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Routine application of KNN to predict student graduation; no clear contribution to a specific category.", "model": "claude-sonnet-5-5"}
{"work_id": 3134393417, "categories": ["software_engineering", "database_systems"], "primary": "software_engineering", "confidence": 0.75, "rationale": "Identifies faults in data pipelines and mitigation strategies, validated with action research in a software organization at APSEC.", "model": "claude-sonnet-5-5"}
{"work_id": 3201407754, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Routine application of standard data mining methods to predict vocational students' job-market readiness; no clear contribution to a specific category.", "model": "claude-sonnet-5-5"}
{"work_id": 4205179238, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Development of a library loan information system using R&D method, Java and MySQL; an applied system-building paper.", "model": "claude-sonnet-5-5"}
{"work_id": 4416374389, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Web system for sales and inventory processes built with PHP/MySQL and evaluated with a questionnaire.", "model": "claude-sonnet-5-5"}
{"work_id": 4255118578, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.6, "rationale": "SQL Server wait statistics baselining for performance monitoring.", "model": "claude-sonnet-5-5"}
{"work_id": 7160618846, "categories": ["llm", "database_systems"], "primary": "llm", "confidence": 0.5, "rationale": "Observability platform for LLM applications with trace ingestion and hybrid time-series/vector storage, benchmarked.", "model": "claude-sonnet-5-5"}
{"work_id": 2982402713, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.95, "rationale": "Garbage collection for MVCC in HTAP database systems; transaction processing.", "model": "claude-sonnet-5-5"}
{"work_id": 6944527151, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.9, "rationale": "Analytical database system Actian Vector: query planning, integrations, usability.", "model": "claude-sonnet-5-5"}
{"work_id": 3036960336, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.4, "rationale": "Health informatics dashboard for influenza surveillance data quality feedback in primary care.", "model": "claude-sonnet-5-5"}
{"work_id": 2933476764, "categories": ["database_systems", "distributed_computing"], "primary": "database_systems", "confidence": 0.6, "rationale": "Platform replicating data transparently between different DBMSs, a software-defined database cluster.", "model": "claude-sonnet-5-5"}
{"work_id": 3008451085, "categories": ["database_systems", "distributed_computing"], "primary": "database_systems", "confidence": 0.9, "rationale": "Highly available HTAP DBMS with a two-step commit and consensus-based serialization.", "model": "claude-sonnet-5-5"}
{"work_id": 4402761012, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Portal integrating and searching paleontological specimen records from many museum databases; data integration.", "model": "claude-sonnet-5-5"}
{"work_id": 7116397644, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Applies K-Means data mining to drug inventory data; weak fit to data mining as a data-management problem.", "model": "claude-sonnet-5-5"}
{"work_id": 3189460411, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Management research on firm coopetition networks, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3022939691, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.35, "rationale": "Latent representation of event streams with matrix factorization and autoencoders plus forecasting; generic ML methodology.", "model": "claude-sonnet-5-5"}
{"work_id": 3010181845, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.3, "rationale": "Educational data mining comparing Naive Bayes and KNN classifiers; the only fit is a loose data-mining one.", "model": "claude-sonnet-5-5"}
{"work_id": 4282592169, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.95, "rationale": "Automatic schema normalization learning for denormalized tables, published at SIGMOD.", "model": "claude-sonnet-5-5"}
{"work_id": 3043717349, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Belief representations (Dempster-Shafer, fuzzy, probabilistic) and their interoperable conversion; probabilistic modeling.", "model": "claude-sonnet-5-5"}
{"work_id": 7159820960, "categories": ["database_systems", "cloud_computing"], "primary": "cloud_computing", "confidence": 0.7, "rationale": "Review of integrating relational databases with cloud environments.", "model": "claude-sonnet-5-5"}
{"work_id": 4220806123, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.6, "rationale": "Improved Apriori association rule mining with a three-dimensional matrix for efficiency.", "model": "claude-sonnet-5-5"}
{"work_id": 3183141872, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.55, "rationale": "Frequent itemset and Apriori association rule mining on purchase data.", "model": "claude-sonnet-5-5"}
{"work_id": 7212066750, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.6, "rationale": "Development of a web-based fitness management system with usability evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 4293812983, "categories": ["programming_languages", "formal_verification"], "primary": "programming_languages", "confidence": 0.9, "rationale": "Gradual dependent type theory with metatheory: type safety, canonicity, gradual guarantees.", "model": "claude-sonnet-5-5"}
{"work_id": 3046578987, "categories": ["formal_verification", "programming_languages"], "primary": "formal_verification", "confidence": 0.6, "rationale": "Process algebra with Petri net semantics, bisimulation equivalence, and performance analysis of concurrent systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4394658783, "categories": ["programming_languages", "computational_complexity"], "primary": "programming_languages", "confidence": 0.45, "rationale": "Categorical semantics of causal morphisms, traced monoidal categories and recursion; theoretical semantics.", "model": "claude-sonnet-5-5"}
{"work_id": 7128354711, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.6, "rationale": "Development of a web inventory information system using the Waterfall method and black box testing.", "model": "claude-sonnet-5-5"}
{"work_id": 4296940370, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.4, "rationale": "Book chapter wrapping up a Haskell text covering functional programming and type systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3091828950, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Didactics of programming based on Piaget's theory is education research, not a listed CS category.", "model": "claude-sonnet-5-5"}
{"work_id": 7124299435, "categories": ["ai_agents", "formal_verification"], "primary": "ai_agents", "confidence": 0.7, "rationale": "Enactability of multi-agent interaction protocols using trace expressions; multi-agent systems with formal analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 4320558734, "categories": ["compilers", "software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "VSCode language support tool (syntax highlighting, autocompletion) for the COOL teaching language.", "model": "claude-sonnet-5-5"}
{"work_id": 4414483419, "categories": ["programming_languages", "formal_verification"], "primary": "programming_languages", "confidence": 0.5, "rationale": "Errata on denotational models of mixed choice in concurrency, using topological and domain-theoretic semantics.", "model": "claude-sonnet-5-5"}
{"work_id": 7128043521, "categories": ["ml_theory", "programming_languages"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Proof-theoretic account of Bayesian inference using linear logic proof-nets and Bayesian networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4392822342, "categories": ["formal_verification", "programming_languages"], "primary": "formal_verification", "confidence": 0.8, "rationale": "Proves mergesort correctness and stability using parametricity in Rocq.", "model": "claude-sonnet-5-5"}
{"work_id": 4367318871, "categories": ["programming_languages", "compilers"], "primary": "programming_languages", "confidence": 0.5, "rationale": "Compares WebAssembly and JavaScript execution performance.", "model": "claude-sonnet-5-5"}
{"work_id": 3194305803, "categories": ["software_engineering", "programming_languages"], "primary": "software_engineering", "confidence": 0.7, "rationale": "Property-based testing library and DSL for stateful models.", "model": "claude-sonnet-5-5"}
{"work_id": 4206497465, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.5, "rationale": "Book chapter on Rust ownership, moves, and copies.", "model": "claude-sonnet-5-5"}
{"work_id": 4320928251, "categories": ["software_engineering", "programming_languages", "formal_verification"], "primary": "software_engineering", "confidence": 0.55, "rationale": "Contract-based design with dependent types for extra-functional properties.", "model": "claude-sonnet-5-5"}
{"work_id": 7164912132, "categories": ["formal_verification", "programming_languages"], "primary": "formal_verification", "confidence": 0.6, "rationale": "Synthesizes best abstract transformers using OMT solving for static analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 2969568901, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.92, "rationale": "Type system with linear and non-linear recursive types and categorical semantics.", "model": "claude-sonnet-5-5"}
{"work_id": 7140223191, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Canonical representation of expression DAGs for symbolic regression search.", "model": "claude-sonnet-5-5"}
{"work_id": 3204449783, "categories": [], "primary": null, "confidence": 0.8, "rationale": "E-learning awareness survey in education, not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7220384869, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.3, "rationale": "Web e-commerce system development and testing for a small business.", "model": "claude-sonnet-5-5"}
{"work_id": 2955161317, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.6, "rationale": "Recognizable tree languages and closure operations are automata and formal language theory, which this ontology places under computability and automata theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4307886855, "categories": ["programming_languages", "software_engineering"], "primary": "programming_languages", "confidence": 0.85, "rationale": "Derives incremental type-checkers from type system specifications written in a meta-DSL, using scope graphs for name binding.", "model": "claude-sonnet-5-5"}
{"work_id": 2892794698, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Builds a course information system with the Waterfall method. It is a development case study with little research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 4413180303, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Power grid flow visualization is mainly electrical engineering, not clearly a computer science contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 6891551213, "categories": ["programming_languages"], "primary": "programming_languages", "confidence": 0.7, "rationale": "Artifact for a paper on shape analysis with gradual types, which is a type systems topic.", "model": "claude-sonnet-5-5"}
{"work_id": 2990464075, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Plenary talk abstract on Industries 5.0 and parallel industrial systems. It is not a specific research contribution that fits a category.", "model": "claude-sonnet-5-5"}
{"work_id": 3199165787, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.3, "rationale": "Development of a web-based alumni information system with structured diagrams and MySQL. It is a routine application build.", "model": "claude-sonnet-5-5"}
{"work_id": 3010153186, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.45, "rationale": "Variational Bayes nonlinear filter for state estimation. It is a probabilistic inference method.", "model": "claude-sonnet-5-5"}
{"work_id": 3030633439, "categories": [], "primary": null, "confidence": 0.5, "rationale": "A general discussion of big data in education, with no clear computer science research contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 2941342584, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.3, "rationale": "Development of an Android academic information system. It is an application build with functional testing.", "model": "claude-sonnet-5-5"}
{"work_id": 7215646023, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Community service dissemination of an orchid disease expert system app; application deployment/training rather than clear CS research contribution in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4287283171, "categories": ["formal_verification", "programming_languages"], "primary": "formal_verification", "confidence": 0.55, "rationale": "Dynamic epistemic separation logic with semantics and elimination of modalities; logic-focused, close to program-verification logics.", "model": "claude-sonnet-5-5"}
{"work_id": 4388795790, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Training of high school students in App Inventor; educational outreach, not core CS research in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4386211482, "categories": ["programming_languages", "formal_verification"], "primary": "programming_languages", "confidence": 0.6, "rationale": "Logic programming proceedings with abstract interpretation domain design for logic programs; static analysis as language problem.", "model": "claude-sonnet-5-5"}
{"work_id": 6910567405, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.7, "rationale": "Minimal perfect hash function implementation (PtrHash), a data structure/algorithm engineering artifact.", "model": "claude-sonnet-5-5"}
{"work_id": 4281724929, "categories": ["programming_languages", "computer_architecture"], "primary": "programming_languages", "confidence": 0.4, "rationale": "Implicit state machines for real-time/reactive embedded systems at LCTES; language abstraction for embedded systems, abstract is minimal.", "model": "claude-sonnet-5-5"}
{"work_id": 3121979527, "categories": ["programming_languages", "formal_verification"], "primary": "programming_languages", "confidence": 0.8, "rationale": "Multiparty session types, pi-calculus type system ensuring protocol conformance and deadlock-freedom; type-theoretic concurrency.", "model": "claude-sonnet-5-5"}
{"work_id": 7153697985, "categories": ["programming_languages", "cybersecurity", "formal_verification"], "primary": "programming_languages", "confidence": 0.6, "rationale": "Information-flow control via security type systems and secure runtime semantics, with Coq proofs; timing channel attacks.", "model": "claude-sonnet-5-5"}
{"work_id": 2810401719, "categories": ["programming_languages", "formal_verification"], "primary": "programming_languages", "confidence": 0.6, "rationale": "Cubical type theory and homotopy type theory foundations; type theory with informal proofs of higher groupoid structure.", "model": "claude-sonnet-5-5"}
{"work_id": 2888336873, "categories": ["formal_verification", "computer_architecture", "software_engineering"], "primary": "formal_verification", "confidence": 0.5, "rationale": "Static WCET estimation with abstract interpretation for PLC control code in real-time automation systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3009620545, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.9, "rationale": "Hyperledger Fabric artefact for maintenance documentation, evaluated on throughput and latency.", "model": "claude-sonnet-5-5"}
{"work_id": 4416148866, "categories": ["applied_cryptography", "blockchain", "privacy_preserving_computation"], "primary": "applied_cryptography", "confidence": 0.85, "rationale": "New threshold signature scheme with provable security, applied to privacy-preserving lending on blockchain.", "model": "claude-sonnet-5-5"}
{"work_id": 4401513854, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.7, "rationale": "Overview of blockchain applications for supply chain transparency and traceability.", "model": "claude-sonnet-5-5"}
{"work_id": 4402990505, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.5, "rationale": "Chapter on blockchain from a consumer perspective; a weak fit, but the topic is blockchain applications.", "model": "claude-sonnet-5-5"}
{"work_id": 4401788847, "categories": ["blockchain", "edge_computing"], "primary": "blockchain", "confidence": 0.7, "rationale": "Smart gateways collect device data and upload it to the blockchain, covering data credibility in an IoT setting.", "model": "claude-sonnet-5-5"}
{"work_id": 2977293541, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.5, "rationale": "Introductory practitioner book on blockchain basics and business impact.", "model": "claude-sonnet-5-5"}
{"work_id": 7127122082, "categories": ["blockchain", "software_engineering"], "primary": "blockchain", "confidence": 0.75, "rationale": "Template-based generation of smart contract code from legal contracts via parsing and AST techniques.", "model": "claude-sonnet-5-5"}
{"work_id": 4402966691, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Decentralized charity platform built from smart contracts and DeFi liquidity pool protocols.", "model": "claude-sonnet-5-5"}
{"work_id": 7152727986, "categories": ["blockchain", "cybersecurity"], "primary": "blockchain", "confidence": 0.7, "rationale": "Blockchain applications for healthcare data security, covering access control and record integrity.", "model": "claude-sonnet-5-5"}
{"work_id": 2989399708, "categories": ["blockchain", "computer_networks"], "primary": "blockchain", "confidence": 0.65, "rationale": "Smart-contract payments for vehicle platooning in a blockchain-enabled Internet of Vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 7214298050, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Public opinion survey on crypto regulation in criminal justice; social science, not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3088531038, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.75, "rationale": "Ethereum-based prototype for healthcare data integrity and breach prevention.", "model": "claude-sonnet-5-5"}
{"work_id": 3014880043, "categories": [], "primary": null, "confidence": 0.35, "rationale": "DBSCAN anomaly detection on Bitcoin prices; it is financial data mining, and the blockchain system itself is not the object of study.", "model": "claude-sonnet-5-5"}
{"work_id": 4400034579, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.8, "rationale": "Blockchain and IPFS e-vault with smart contracts for legal records.", "model": "claude-sonnet-5-5"}
{"work_id": 4416430007, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.5, "rationale": "Dataspace connector prototype for decentralized, contract-governed data exchange of digital product passports.", "model": "claude-sonnet-5-5"}
{"work_id": 4400485117, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.6, "rationale": "Framework integrating blockchain and digital twins for energy performance contracts, plus a systematic review.", "model": "claude-sonnet-5-5"}
{"work_id": 2901943454, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Systematic literature review of blockchain use cases and system designs for cities.", "model": "claude-sonnet-5-5"}
{"work_id": 3194765017, "categories": [], "primary": null, "confidence": 0.85, "rationale": "News item about an NFT sale, not research.", "model": "claude-sonnet-5-5"}
{"work_id": 4382770016, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Survey-based regression study of blockchain's effect on corporate governance; management research.", "model": "claude-sonnet-5-5"}
{"work_id": 4407826131, "categories": ["blockchain", "deep_learning_architectures"], "primary": "blockchain", "confidence": 0.55, "rationale": "Survey on integrating blockchain with neural networks for predictive modeling, covering security and scalability challenges.", "model": "claude-sonnet-5-5"}
{"work_id": 4245301215, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.4, "rationale": "Business book on decentralization, covering blockchain infrastructure and governance; weakly CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3143290424, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.5, "rationale": "Literature review of blockchain research trends in business.", "model": "claude-sonnet-5-5"}
{"work_id": 7125399881, "categories": ["blockchain", "generative_ai", "cybersecurity"], "primary": "blockchain", "confidence": 0.8, "rationale": "Blockchain-anchored media authentication framework with smart contract registry to counter deepfakes.", "model": "claude-sonnet-5-5"}
{"work_id": 7117461924, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.35, "rationale": "Survey/SEM study of consumer behavior with blockchain and AI platforms; marginal CS content.", "model": "claude-sonnet-5-5"}
{"work_id": 7164945802, "categories": ["federated_learning", "blockchain", "ai_safety"], "primary": "federated_learning", "confidence": 0.85, "rationale": "Federated learning with XAI for fraud detection in non-IID blockchain transactions.", "model": "claude-sonnet-5-5"}
{"work_id": 3103101544, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Blockchain-based P2P energy market pilot on a permissioned chain.", "model": "claude-sonnet-5-5"}
{"work_id": 3012297310, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.8, "rationale": "Blockchain data-sharing model with improved consensus for pet medical industry.", "model": "claude-sonnet-5-5"}
{"work_id": 4417496166, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.4, "rationale": "Empirical study of blockchain adoption and consumer trust in SMEs; management-focused.", "model": "claude-sonnet-5-5"}
{"work_id": 4327927520, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Blockchain-based hospital health record management system.", "model": "claude-sonnet-5-5"}
{"work_id": 4411360648, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.45, "rationale": "Bibliometric topic-modeling analysis of blockchain research trends in Korea.", "model": "claude-sonnet-5-5"}
{"work_id": 7160104539, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.8, "rationale": "Chapter reviewing blockchain applications in supply chains, a blockchain application and its evolution.", "model": "claude-sonnet-5-5"}
{"work_id": 4394910888, "categories": ["blockchain", "cybersecurity", "privacy_preserving_computation"], "primary": "blockchain", "confidence": 0.75, "rationale": "Survey and framework for security and privacy of blockchain systems.", "model": "claude-sonnet-5-5"}
{"work_id": 7160380482, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Ethereum smart contract and IPFS based healthcare EMR and appointment system.", "model": "claude-sonnet-5-5"}
{"work_id": 3095954801, "categories": ["computer_networks", "cybersecurity", "formal_verification"], "primary": "computer_networks", "confidence": 0.8, "rationale": "Thesis on secure time synchronization protocols (NTP, STS), with formal analysis via ProVerif and Tamarin.", "model": "claude-sonnet-5-5"}
{"work_id": 4400422781, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.5, "rationale": "Analysis of the crypto-currency market and regulation, with blockchain consensus and security trends; borderline economics.", "model": "claude-sonnet-5-5"}
{"work_id": 7143345003, "categories": ["blockchain", "edge_computing", "cybersecurity"], "primary": "blockchain", "confidence": 0.7, "rationale": "Convergence of IoT and blockchain for secure data sharing.", "model": "claude-sonnet-5-5"}
{"work_id": 4392408184, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.88, "rationale": "Blockchain platform for copyright traceability built on FISCO BCOS.", "model": "claude-sonnet-5-5"}
{"work_id": 4386500200, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Survey on perception of cryptocurrencies among young users; economics/behavioral finance, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4210686246, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Geopolitical and financial policy discussion of digital currencies; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4285316846, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Legal and monetary-policy analysis of crypto-assets in Indonesia; not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3173158936, "categories": ["blockchain", "cybersecurity"], "primary": "blockchain", "confidence": 0.6, "rationale": "Book chapter on blockchain with a cybersecurity maturity model for pharmaceutical supply chain governance.", "model": "claude-sonnet-5-5"}
{"work_id": 4206450404, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Proposes a blockchain energy trading model with new consensus mechanisms and a fairness mechanism.", "model": "claude-sonnet-5-5"}
{"work_id": 4366000231, "categories": ["blockchain", "cybersecurity"], "primary": "blockchain", "confidence": 0.6, "rationale": "Applies blockchain to secure e-learners' data.", "model": "claude-sonnet-5-5"}
{"work_id": 7134197021, "categories": ["blockchain", "multimodal_ai"], "primary": "blockchain", "confidence": 0.5, "rationale": "Multimodal NFT market dataset covering images, metadata and trading data; it measures a blockchain ecosystem.", "model": "claude-sonnet-5-5"}
{"work_id": 4379472050, "categories": ["blockchain", "cloud_computing"], "primary": "blockchain", "confidence": 0.7, "rationale": "Blockchain-based supply chain architecture in a cloud setting, evaluated for sustainability.", "model": "claude-sonnet-5-5"}
{"work_id": 3198186069, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Editorial introduction to an educational technology journal issue; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4298129476, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.85, "rationale": "Evaluates Ethereum transaction performance and scalability.", "model": "claude-sonnet-5-5"}
{"work_id": 4315572972, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.6, "rationale": "Blockchain-based system for verifying educational documents.", "model": "claude-sonnet-5-5"}
{"work_id": 4385250044, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Scientometric analysis of fintech and carbon accounting; not a core CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7123350921, "categories": ["software_engineering", "database_systems"], "primary": "software_engineering", "confidence": 0.55, "rationale": "Centralized ledger architecture with idempotent webhooks and a prototype; it is a system design, not on-chain.", "model": "claude-sonnet-5-5"}
{"work_id": 3186102448, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Applies cloud computing to e-learning infrastructure in academia.", "model": "claude-sonnet-5-5"}
{"work_id": 3165257421, "categories": ["sustainable_computing", "cloud_computing"], "primary": "sustainable_computing", "confidence": 0.5, "rationale": "Conceptual model for intelligent temperature monitoring and management in smart data centers (cooling, energy).", "model": "claude-sonnet-5-5"}
{"work_id": 4296044778, "categories": ["sustainable_computing", "cloud_computing"], "primary": "sustainable_computing", "confidence": 0.8, "rationale": "Taxonomy survey of capacity planning for sustainable cloud data centers.", "model": "claude-sonnet-5-5"}
{"work_id": 2899546521, "categories": ["cloud_computing", "computer_networks"], "primary": "cloud_computing", "confidence": 0.7, "rationale": "Model-based rehoming of VNF service chains in network clouds, covering migration and SLOs.", "model": "claude-sonnet-5-5"}
{"work_id": 4211066124, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.8, "rationale": "Program file placement control in a hierarchical cloud-edge platform.", "model": "claude-sonnet-5-5"}
{"work_id": 4407737588, "categories": ["cloud_computing", "hci"], "primary": "hci", "confidence": 0.45, "rationale": "Systematic review of the effect of mobile cloud gaming on player experience and accessibility.", "model": "claude-sonnet-5-5"}
{"work_id": 4412993992, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.5, "rationale": "Chapter on cloud-native architectures (microservices, containers) for finance in food systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3125267005, "categories": ["cloud_computing", "algorithms"], "primary": "cloud_computing", "confidence": 0.7, "rationale": "Bat-algorithm metaheuristic for task allocation and resource management in the cloud.", "model": "claude-sonnet-5-5"}
{"work_id": 2794672104, "categories": ["sustainable_computing", "cloud_computing", "algorithms"], "primary": "sustainable_computing", "confidence": 0.65, "rationale": "Game-theoretic workload exchange among data centers to use green energy and cut energy costs.", "model": "claude-sonnet-5-5"}
{"work_id": 4410342350, "categories": ["cloud_computing", "algorithms"], "primary": "cloud_computing", "confidence": 0.7, "rationale": "Optimization and heuristics for profit equalization in cloud federations.", "model": "claude-sonnet-5-5"}
{"work_id": 4409764799, "categories": ["software_engineering", "cloud_computing"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Describes the design and implementation of a web-based interview management system, with security measures and AWS services; mainly a system-building paper.", "model": "claude-sonnet-5-5"}
{"work_id": 3212132676, "categories": ["algorithms", "cloud_computing"], "primary": "algorithms", "confidence": 0.45, "rationale": "Multi-objective optimisation (NSGA-II) for web service composition under QoS fluctuation; service computing, with an optimisation focus.", "model": "claude-sonnet-5-5"}
{"work_id": 2980085570, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.55, "rationale": "Evaluates cloud-based group work tools and cloud models for end users; a weak research contribution, but cloud-centred.", "model": "claude-sonnet-5-5"}
{"work_id": 3010373421, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Interview study of organizational roles in inter-organizational smart service systems engineering; an empirical study of engineering projects.", "model": "claude-sonnet-5-5"}
{"work_id": 4396789527, "categories": ["cloud_computing", "cybersecurity"], "primary": "cloud_computing", "confidence": 0.55, "rationale": "Literature review of security factors influencing cloud adoption by SMEs; cloud adoption and cloud security.", "model": "claude-sonnet-5-5"}
{"work_id": 2912717503, "categories": ["cloud_computing", "edge_computing", "distributed_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Survey of decentralised cloud models drawing on mobile cloud, ad hoc and edge computing.", "model": "claude-sonnet-5-5"}
{"work_id": 809949967, "categories": ["distributed_computing", "software_engineering"], "primary": "distributed_computing", "confidence": 0.55, "rationale": "Prototype system for distributed coordination and workflow configuration over web services, including handheld coordination.", "model": "claude-sonnet-5-5"}
{"work_id": 7130725155, "categories": ["cybersecurity", "cloud_computing"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Survey of risk assessment, anomaly detection and identity access management methods for cloud security using ML.", "model": "claude-sonnet-5-5"}
{"work_id": 4400263921, "categories": ["cloud_computing", "cybersecurity"], "primary": "cloud_computing", "confidence": 0.5, "rationale": "Simulation of cloud backends for connected vehicles, using observability data for anomaly detection; cloud operations and monitoring.", "model": "claude-sonnet-5-5"}
{"work_id": 3036390872, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.65, "rationale": "Provenance-aware audit trail framework for assessing SaaS provider efficiency in cloud service delivery.", "model": "claude-sonnet-5-5"}
{"work_id": 4391093673, "categories": ["cloud_computing", "database_systems"], "primary": "cloud_computing", "confidence": 0.4, "rationale": "Educational big data simulation system with two-level resource scheduling and container-based deployment; weak, system-oriented fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4407956345, "categories": [], "primary": null, "confidence": 0.6, "rationale": "AHP-based education quality evaluation index system; mainly education research, not a CS contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 2796225596, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "SLA translation for service composition and resource allocation optimisation, which is cloud/service computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7117768918, "categories": ["edge_computing", "distributed_computing"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Empirical study of timeout-based fault detection on edge devices under resource stress.", "model": "claude-sonnet-5-5"}
{"work_id": 4401791482, "categories": ["cybersecurity", "cloud_computing"], "primary": "cybersecurity", "confidence": 0.8, "rationale": "ML-based security framework for protecting public cloud data.", "model": "claude-sonnet-5-5"}
{"work_id": 7208727987, "categories": ["software_engineering", "cloud_computing"], "primary": "software_engineering", "confidence": 0.75, "rationale": "Microservices architecture reporting system evaluated against a monolith, with load and fault-injection tests; an architecture study.", "model": "claude-sonnet-5-5"}
{"work_id": 3087979613, "categories": ["edge_computing", "cloud_computing"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Review of the transition from cloud to fog computing, covering features and challenges.", "model": "claude-sonnet-5-5"}
{"work_id": 2893549539, "categories": ["cloud_computing", "sustainable_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "ML-based, energy-aware resource provisioning for in-memory analytics on cloud platforms.", "model": "claude-sonnet-5-5"}
{"work_id": 3103744586, "categories": ["cloud_computing", "scientific_computing"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Deploying the LSST science pipelines on AWS and assessing performance, scalability and cost.", "model": "claude-sonnet-5-5"}
{"work_id": 2967724094, "categories": ["cloud_computing", "database_systems"], "primary": "cloud_computing", "confidence": 0.5, "rationale": "Architecture for real-time VaR/ES risk monitoring on a cloud analytics platform and database.", "model": "claude-sonnet-5-5"}
{"work_id": 4405846634, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Fuzzy clustering for VM resource allocation in cloud data centers.", "model": "claude-sonnet-5-5"}
{"work_id": 3043719610, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.9, "rationale": "Performance evaluation of serverless/FaaS versus monolith architectures on Azure.", "model": "claude-sonnet-5-5"}
{"work_id": 3199597950, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Survey of cloud computing issues, with a focus on security.", "model": "claude-sonnet-5-5"}
{"work_id": 4413436783, "categories": ["cloud_computing", "cybersecurity"], "primary": "cybersecurity", "confidence": 0.7, "rationale": "Threat analysis and a security model for multi-tenant Kubernetes clusters.", "model": "claude-sonnet-5-5"}
{"work_id": 2967650664, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.75, "rationale": "Migrating industrial control software to IaaS with real-time latency tests.", "model": "claude-sonnet-5-5"}
{"work_id": 4248407127, "categories": [], "primary": null, "confidence": 0.7, "rationale": "A PowerShell book chapter with no research content in the abstract.", "model": "claude-sonnet-5-5"}
{"work_id": 2938024881, "categories": ["sustainable_computing", "algorithms"], "primary": "sustainable_computing", "confidence": 0.7, "rationale": "Multi-objective negotiation of power profiles for renewable-powered data centers using a genetic algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 4243812454, "categories": ["cloud_computing", "cybersecurity"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "Review of cloud security threats and countermeasures.", "model": "claude-sonnet-5-5"}
{"work_id": 4400232270, "categories": ["cybersecurity", "cloud_computing"], "primary": "cybersecurity", "confidence": 0.85, "rationale": "Cryptojacking attack vector abusing AWS cloud services.", "model": "claude-sonnet-5-5"}
{"work_id": 3094723118, "categories": ["cloud_computing", "algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Asymptotically optimal threshold-based load balancing with an adaptive threshold, analyzed through a stochastic model.", "model": "claude-sonnet-5-5"}
{"work_id": 4407606154, "categories": ["cloud_computing", "cybersecurity"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Survey-based study of monitoring and logging (SIEM, anomaly detection) in cloud environments.", "model": "claude-sonnet-5-5"}
{"work_id": 4401508590, "categories": ["edge_computing", "cloud_computing"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Zygote container planning and task scheduling for edge native applications; NP-hardness proof and heuristic algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 4389723967, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Cold chain logistics monitoring using SPC and a decision tree; it is an agricultural application with only weak computer-science content and no clear category fit.", "model": "claude-sonnet-5-5"}
{"work_id": 7134283222, "categories": ["distributed_computing", "scientific_computing"], "primary": "distributed_computing", "confidence": 0.6, "rationale": "Parallelized Kubernetes/Ray pipeline for geospatial ML preprocessing and training, evaluated on Arctic air temperature prediction.", "model": "claude-sonnet-5-5"}
{"work_id": 4297517292, "categories": ["cloud_computing", "operating_systems"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Book chapter giving an overview of virtualization and Docker containers.", "model": "claude-sonnet-5-5"}
{"work_id": 4392175659, "categories": ["cloud_computing", "cybersecurity"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "Overview of cloud security threats and mitigation strategies.", "model": "claude-sonnet-5-5"}
{"work_id": 4401943441, "categories": ["edge_computing", "cloud_computing"], "primary": "edge_computing", "confidence": 0.85, "rationale": "Empirical study of an edge-to-cloud continuum, covering scheduling, load balancing and AI-based IoT applications.", "model": "claude-sonnet-5-5"}
{"work_id": 3137445566, "categories": ["sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.8, "rationale": "Comparison of data-centre power consumption between rack and blade servers, aimed at energy savings.", "model": "claude-sonnet-5-5"}
{"work_id": 2900680085, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.4, "rationale": "LDA topic analysis of virtualization patents, framed around virtualization as a cloud enabler; weak fit.", "model": "claude-sonnet-5-5"}
{"work_id": 4403332127, "categories": ["cloud_computing", "sustainable_computing"], "primary": "sustainable_computing", "confidence": 0.7, "rationale": "Energy-efficient geographical load balancer for cloud data centres.", "model": "claude-sonnet-5-5"}
{"work_id": 4320024362, "categories": ["generative_ai", "scientific_computing"], "primary": "generative_ai", "confidence": 0.85, "rationale": "Proposes a three-player WGAN to synthesize time-domain gravitational wave signals; the contribution is GAN training stability, applied to physics data.", "model": "claude-sonnet-5-5"}
{"work_id": 7118421194, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.93, "rationale": "Noise optimization to mitigate mode collapse and improve diversity in text-to-image diffusion models.", "model": "claude-sonnet-5-5"}
{"work_id": 7110667317, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Practical guide to using GenAI tools in history teaching; an application and education-oriented use of generative AI, not core CS research. Closest fit is human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 7166546311, "categories": ["hci"], "primary": "hci", "confidence": 0.35, "rationale": "Models the effect of GenAI use on student learning retention with clustering and regression; it studies human-AI use in education rather than advancing ML methods.", "model": "claude-sonnet-5-5"}
{"work_id": 4379985046, "categories": ["generative_ai", "multimodal_ai"], "primary": "generative_ai", "confidence": 0.85, "rationale": "Text-driven facial image editing in StyleGAN latent space using CLIP; this is image synthesis and editing guided by text.", "model": "claude-sonnet-5-5"}
{"work_id": 2999632917, "categories": ["generative_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.75, "rationale": "Uses a conditional GAN for image-to-image translation to synthesize multi-frequency PolSAR images; the images are remote sensing data.", "model": "claude-sonnet-5-5"}
{"work_id": 4405955397, "categories": ["generative_ai", "computational_biology"], "primary": "generative_ai", "confidence": 0.6, "rationale": "Systematic review of generative methods (GANs, VAEs, transformers) that decode EEG signals into images, video and audio.", "model": "claude-sonnet-5-5"}
{"work_id": 4409570677, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Uses a VAE as a data-driven parametrization of CMB power spectra for cosmology; this is ML inside a scientific pipeline.", "model": "claude-sonnet-5-5"}
{"work_id": 4413402631, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Qualitative narrative inquiry into how international students use generative AI in education; a user study of human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4381736219, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.93, "rationale": "Proposes a conditional Wasserstein DCGAN with theoretical justification, aimed at stable training and controllable output.", "model": "claude-sonnet-5-5"}
{"work_id": 7155650775, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Conceptual, education-focused paper on human-AI mediation in learning; closest to human-AI interaction, though not strongly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7152054860, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.95, "rationale": "Thesis on controlling GANs and VAEs and on scene generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4414361486, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Qualitative education-management study of course coordinators; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7164539746, "categories": ["generative_ai", "computer_graphics", "multimodal_ai"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Text- and speech-driven 3D talking-head synthesis with SDS text-to-3D and a differentiable renderer.", "model": "claude-sonnet-5-5"}
{"work_id": 7165127855, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Education and humanities study of AI adoption among history students; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4404404823, "categories": ["generative_ai", "ml_theory"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Diffusion bridge model for time series forecasting, a generative modelling contribution with a theoretical framework.", "model": "claude-sonnet-5-5"}
{"work_id": 7220858792, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Questionnaire study of curriculum design in a university program; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4406954321, "categories": ["generative_ai", "ml_theory"], "primary": "generative_ai", "confidence": 0.88, "rationale": "Momentum Schr\u00f6dinger bridge diffusion method with convergence proofs and image and time-series generation.", "model": "claude-sonnet-5-5"}
{"work_id": 7204970079, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Learning analytics of GenAI virtual patient dialogues in medical education; weakly CS, closest to human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4381744251, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Unsupervised domain adaptation for image recognition using GANs and knowledge distillation.", "model": "claude-sonnet-5-5"}
{"work_id": 4402504098, "categories": ["generative_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Improved CycleGAN to augment metal wear image datasets; GAN-based image synthesis.", "model": "claude-sonnet-5-5"}
{"work_id": 3015491268, "categories": ["generative_ai", "ml_theory"], "primary": "generative_ai", "confidence": 0.75, "rationale": "Conditional GAN with mixture density output for probabilistic time-series forecasting.", "model": "claude-sonnet-5-5"}
{"work_id": 4400444727, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.88, "rationale": "Proposes evaluation protocol and studies metrics (FID, IS) for generative models.", "model": "claude-sonnet-5-5"}
{"work_id": 7127452594, "categories": ["speech_audio", "generative_ai"], "primary": "speech_audio", "confidence": 0.85, "rationale": "Audio forgery localization with mixture of experts; detection of AI-generated partial audio.", "model": "claude-sonnet-5-5"}
{"work_id": 7113405664, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Supplementary materials only with no abstract content; insufficient information to classify.", "model": "claude-sonnet-5-5"}
{"work_id": 2966462029, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Community consistency measurement in dynamic networks using a generative model; graph mining method.", "model": "claude-sonnet-5-5"}
{"work_id": 7167727964, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Survey of dance students' perceptions of GenAI in education; not core computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2810722879, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.88, "rationale": "Extends ambient modules to GAN hidden space for training on noisy data.", "model": "claude-sonnet-5-5"}
{"work_id": 7125473265, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Platform studies and moral economy of recommender systems; a social science analysis, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7135177077, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Education study integrating GenAI into an engineering course; pedagogy rather than CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4200011910, "categories": ["computer_vision", "generative_ai"], "primary": "computer_vision", "confidence": 0.7, "rationale": "Super-resolution GAN architecture improvement (ESRGAN variant) is image restoration; GAN-based.", "model": "claude-sonnet-5-5"}
{"work_id": 7215117915, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Qualitative communication study of Instagram posts; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4395661446, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.55, "rationale": "Remote sensing SAR wave spectra retrieval with CGAN and XGBoost; applied remote-sensing analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 3130253613, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Review of GAN-based image translation.", "model": "claude-sonnet-5-5"}
{"work_id": 7171857204, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Education psychology questionnaire study of teachers; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4392008307, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.4, "rationale": "Comparison guide of generative AI tools for new users; weak research contribution but about GenAI tools.", "model": "claude-sonnet-5-5"}
{"work_id": 7143415918, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Business management application study using secondary data; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4407424148, "categories": ["generative_ai", "multimodal_ai", "ml_theory"], "primary": "generative_ai", "confidence": 0.7, "rationale": "Framework using diffusion-generated synthetic data for multimodal prediction with statistical guarantees.", "model": "claude-sonnet-5-5"}
{"work_id": 7112438470, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Education report on GenAI in architecture education; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7125351784, "categories": ["generative_ai", "deep_learning_architectures"], "primary": "generative_ai", "confidence": 0.8, "rationale": "Diffusion-parameterized MoE neural CDE for time series generation.", "model": "claude-sonnet-5-5"}
{"work_id": 4406930504, "categories": ["generative_ai", "computational_biology"], "primary": "generative_ai", "confidence": 0.85, "rationale": "Training-free guidance of diffusion models for geometry-conditioned molecular generation in drug design.", "model": "claude-sonnet-5-5"}
{"work_id": 4412083660, "categories": ["generative_ai", "hci"], "primary": "generative_ai", "confidence": 0.55, "rationale": "Generates and evaluates AI images of festivals with a public survey on uncanny valley perception.", "model": "claude-sonnet-5-5"}
{"work_id": 4387666097, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Local color transfer between images using segmentation and optimal transport; image processing.", "model": "claude-sonnet-5-5"}
{"work_id": 7118194253, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Educational study of AI literacy in beauty design learners, not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7127651506, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.3, "rationale": "Application of AIGC to cultural visual design; weak CS contribution, mostly a design workflow.", "model": "claude-sonnet-5-5"}
{"work_id": 4367292510, "categories": ["generative_ai", "deep_learning_architectures"], "primary": "generative_ai", "confidence": 0.8, "rationale": "GAN-based generative model for ship hull geometry design.", "model": "claude-sonnet-5-5"}
{"work_id": 2904629716, "categories": ["computer_vision", "generative_ai"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Attentional GAN for large-scale single-image super resolution, with distributed training; image restoration.", "model": "claude-sonnet-5-5"}
{"work_id": 4406160051, "categories": ["generative_ai", "computer_vision"], "primary": "generative_ai", "confidence": 0.4, "rationale": "Magazine piece on using generative AI hallucinations for scientific image deblurring.", "model": "claude-sonnet-5-5"}
{"work_id": 7138839474, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.8, "rationale": "Sketch recognition using improved CycleGAN features and dual attention classifier.", "model": "claude-sonnet-5-5"}
{"work_id": 7133211554, "categories": ["ml_theory", "algorithms"], "primary": "ml_theory", "confidence": 0.7, "rationale": "New sliced optimal transport distance approximation with projection technique, evaluated on color transfer.", "model": "claude-sonnet-5-5"}
{"work_id": 7116068851, "categories": ["ai_safety", "llm"], "primary": "ai_safety", "confidence": 0.8, "rationale": "Trains interpretability assistants that read model activations to detect jailbreaks and implanted concepts. This is interpretability work on LLMs, so it fits ai_safety.", "model": "claude-sonnet-5-5"}
{"work_id": 4417167881, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Management and governance study applying the technology acceptance model and actor-network theory. It is not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2910154596, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.55, "rationale": "Applies the software engineering code of ethics to Tesla Autopilot. It is software engineering ethics, though not strictly a technical contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7154958542, "categories": ["nlp"], "primary": "nlp", "confidence": 0.6, "rationale": "Applies BERT-based text analysis to app reviews of an AI companion. The method is text mining, though the framing is consumer behaviour.", "model": "claude-sonnet-5-5"}
{"work_id": 7133246977, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Survey of student attitudes toward AI in higher education. This is education and social science research, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7119528090, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Legal analysis of liability for generative AI providers when models produce CSAM. It is a governance and regulation topic.", "model": "claude-sonnet-5-5"}
{"work_id": 7168242482, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Landscape analysis of ethical perspectives on generative AI in computing education. It belongs to education research, with no clear fit in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 7151628917, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.9, "rationale": "Proposes a governance framework for research on deceptive AI and its risk levels. This is AI safety and governance.", "model": "claude-sonnet-5-5"}
{"work_id": 4399042091, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.5, "rationale": "Ethical analysis of health recommender systems based on the autonomy principle. It is AI ethics and governance.", "model": "claude-sonnet-5-5"}
{"work_id": 7214017973, "categories": [], "primary": null, "confidence": 0.55, "rationale": "Case study of faculty using generative AI in academic program design. It is education and ethics practice, not core computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 2803572453, "categories": ["information_retrieval"], "primary": "information_retrieval", "confidence": 0.35, "rationale": "Empirical study of verbatim content copying networks among news producers; web mining flavored, borderline CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3118441209, "categories": ["privacy_preserving_computation"], "primary": "privacy_preserving_computation", "confidence": 0.5, "rationale": "Ethics and privacy of web analytics personal data collection, with policy measures.", "model": "claude-sonnet-5-5"}
{"work_id": 4396786581, "categories": ["ai_safety", "ml_theory"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Shapley value-based feature detection for fairness and disparity in ML models.", "model": "claude-sonnet-5-5"}
{"work_id": 7161719656, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.6, "rationale": "Position paper on AI agents generating hypotheses, papers and reviews and the epistemology of machine-generated science.", "model": "claude-sonnet-5-5"}
{"work_id": 7164757242, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.35, "rationale": "Conceptual risk governance framework for algorithmic recommendation in education; governance focus, weakly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 7119498334, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Comparative analysis of AI governance and regulation policy texts across US, EU, China.", "model": "claude-sonnet-5-5"}
{"work_id": 7221224735, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Community service workshop on using NotebookLM in religious education; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4400082893, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Survey study of students' attitudes toward AI in education; educational research, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4394613885, "categories": [], "primary": null, "confidence": 0.65, "rationale": "Educational policy study on AI professional community initiative in Oman; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4415318303, "categories": ["ai_safety", "llm"], "primary": "ai_safety", "confidence": 0.92, "rationale": "Benchmark evaluating LLM harms such as delusion reinforcement and harm enablement, a safety evaluation.", "model": "claude-sonnet-5-5"}
{"work_id": 4386791501, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.55, "rationale": "Proposes AI supplemental questions for IRB review to mitigate AI risks; governance of AI research.", "model": "claude-sonnet-5-5"}
{"work_id": 4411990784, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "Questionnaire survey of student attitudes toward AI; weak fit to computer science, closest to human-AI perception studies.", "model": "claude-sonnet-5-5"}
{"work_id": 4220714491, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Curriculum analysis of informatics and society courses; computing education, not covered by the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 3096804093, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.3, "rationale": "Survey and recommendations on AI implementation in African governments; policy/governance orientation.", "model": "claude-sonnet-5-5"}
{"work_id": 4405384079, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "Interview study of researchers' trauma and an ethics of care; social computing flavored, marginal CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3093512442, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.35, "rationale": "Editorial guidance on bias, generalizability and reporting quality for healthcare AI manuscripts.", "model": "claude-sonnet-5-5"}
{"work_id": 7147573305, "categories": ["llm", "privacy_preserving_computation"], "primary": "llm", "confidence": 0.75, "rationale": "Audits membership inference as a diagnostic for memorization contamination in LLM financial forecasting.", "model": "claude-sonnet-5-5"}
{"work_id": 4415829954, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Survey of AI tool usage and competence among Nigerian academics; education/policy study, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4392109933, "categories": ["autonomous_scientific_discovery"], "primary": "autonomous_scientific_discovery", "confidence": 0.4, "rationale": "Discussion of epistemology and agency in AI-driven research processes.", "model": "claude-sonnet-5-5"}
{"work_id": 7211974235, "categories": [], "primary": null, "confidence": 0.5, "rationale": "General essay on AI and human communication in education and society; not core CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3110765181, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.6, "rationale": "Position paper on societal harms of AI (bias, privacy, surveillance) and the need for interdisciplinary work.", "model": "claude-sonnet-5-5"}
{"work_id": 4399365038, "categories": ["llm", "ai_safety"], "primary": "ai_safety", "confidence": 0.65, "rationale": "Algorithm audit of ChatGPT content moderation guardrails and their biases.", "model": "claude-sonnet-5-5"}
{"work_id": 4386555180, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.8, "rationale": "Discusses limits of XAI and responsible AI including fairness, privacy and contestability.", "model": "claude-sonnet-5-5"}
{"work_id": 4283010037, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.4, "rationale": "Overview of how network algorithms such as ranking and recommendation affect minorities, framed as fairness and inequality.", "model": "claude-sonnet-5-5"}
{"work_id": 4412611638, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Conceptual and philosophical paper on analogical reasoning as a core AGI capability; no clear category fits.", "model": "claude-sonnet-5-5"}
{"work_id": 4290803082, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Legal and policy analysis of data governance and Indigenous data sovereignty; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7204733568, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Education policy survey of stakeholder preferences; not core computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7162150262, "categories": ["ai_safety", "llm"], "primary": "ai_safety", "confidence": 0.75, "rationale": "Behavioral safety evaluation of open-source LLMs under authority pressure in a Milgram-style experiment.", "model": "claude-sonnet-5-5"}
{"work_id": 4390091701, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.7, "rationale": "Argues for moral dimensions beyond fairness in ethical AI assessment and design.", "model": "claude-sonnet-5-5"}
{"work_id": 4399331704, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Fuzzy decision-making and balanced scorecard study of AI adoption in finance; business research, not core computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7134710523, "categories": ["ai_safety", "hci"], "primary": "ai_safety", "confidence": 0.5, "rationale": "Conceptual mental model of explanation for AI decisions (XAI, user trust); interpretability plus human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 4399198750, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.8, "rationale": "Fairness measures and bias mitigation for tabular datasets with multiple protected attributes, tied to the AI Act.", "model": "claude-sonnet-5-5"}
{"work_id": 7135082306, "categories": ["ai_safety", "llm"], "primary": "ai_safety", "confidence": 0.88, "rationale": "Mechanistic interpretability of safety neurons in Llama-3-70B.", "model": "claude-sonnet-5-5"}
{"work_id": 4405576526, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.7, "rationale": "Survey of AI regulation and governance in New Zealand.", "model": "claude-sonnet-5-5"}
{"work_id": 4411795627, "categories": ["ai_safety", "hci"], "primary": "ai_safety", "confidence": 0.5, "rationale": "Critical reflection on AI bias and algorithmic justice in inclusive math education, with accessibility concerns.", "model": "claude-sonnet-5-5"}
{"work_id": 7164020700, "categories": ["generative_ai"], "primary": "generative_ai", "confidence": 0.35, "rationale": "Discusses ethics, copyright and originality in AI-generated art and design; weak CS content.", "model": "claude-sonnet-5-5"}
{"work_id": 7134826009, "categories": ["ai_safety"], "primary": "ai_safety", "confidence": 0.4, "rationale": "Qualitative AI governance framework for Islamic higher education institutions.", "model": "claude-sonnet-5-5"}
{"work_id": 7165690142, "categories": ["ai_safety", "hci"], "primary": "ai_safety", "confidence": 0.85, "rationale": "Red teaming of ChatGPT with faith leaders; LLM safety and accountability, with a participatory workshop study.", "model": "claude-sonnet-5-5"}
{"work_id": 7117162136, "categories": ["ai_safety", "llm", "ai_agents"], "primary": "ai_safety", "confidence": 0.9, "rationale": "Evaluation of chain-of-thought monitorability of reasoning models for safe oversight of agents.", "model": "claude-sonnet-5-5"}
{"work_id": 2997003061, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.5, "rationale": "Model-based safety design (STPA) integrated into the aircraft systems development process.", "model": "claude-sonnet-5-5"}
{"work_id": 7133303346, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "Analog/digital circuit design for piezoelectric energy harvesting interface (ISSCC); closest fit is low-power VLSI design.", "model": "claude-sonnet-5-5"}
{"work_id": 2950925562, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Pure geometric measure theory mathematics, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3115601909, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Auction mechanism design for P2P energy trading with truthfulness and efficiency analysis, i.e. algorithmic game theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4384570508, "categories": ["distributed_computing", "computer_networks"], "primary": "distributed_computing", "confidence": 0.4, "rationale": "Scalable archiving system framework with load balancing, fault tolerance, and data placement; also hybrid switching.", "model": "claude-sonnet-5-5"}
{"work_id": 3187190559, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Multi-objective workflow scheduling of cloud resources using an evolutionary algorithm with a neural network.", "model": "claude-sonnet-5-5"}
{"work_id": 7128410034, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Algorithms for computing the rational univariate representation of parametric polynomial systems, with degree and height bounds (computer algebra).", "model": "claude-sonnet-5-5"}
{"work_id": 3006062179, "categories": ["distributed_computing", "ai_accelerators"], "primary": "distributed_computing", "confidence": 0.5, "rationale": "Performance simulation of ML systems via profiling, considering parallelization strategies in distributed training.", "model": "claude-sonnet-5-5"}
{"work_id": 2860211826, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Fault-tolerant fractional-order control of an isotope separation process; control engineering, not core computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7133367970, "categories": ["distributed_computing", "deep_learning_architectures"], "primary": "distributed_computing", "confidence": 0.7, "rationale": "Deep learning on logs for failure prediction and fault tolerance in HPC systems.", "model": "claude-sonnet-5-5"}
{"work_id": 2907696829, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Microgrid energy management with model predictive control; power/control engineering, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 2918759589, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.6, "rationale": "Special issue editorial on HPC and distributed systems covering GPU computing, parallel applications and cloud computing.", "model": "claude-sonnet-5-5"}
{"work_id": 2916417520, "categories": ["distributed_computing", "compilers"], "primary": "distributed_computing", "confidence": 0.55, "rationale": "Gecko is a directive-based programming model for multi-GPU and heterogeneous HPC systems, with a source-to-source transformation and a runtime library.", "model": "claude-sonnet-5-5"}
{"work_id": 4413272460, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.93, "rationale": "Blockchain framework addressing the trilemma through proof-of-capacity consensus, sharding and decentralized storage.", "model": "claude-sonnet-5-5"}
{"work_id": 2805585446, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Engineering education study, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4409660083, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Power electronics inverter control, which is electrical engineering rather than computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7161207400, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Seismology instrument announcement with no computer science content.", "model": "claude-sonnet-5-5"}
{"work_id": 4400690093, "categories": ["blockchain"], "primary": "blockchain", "confidence": 0.92, "rationale": "Compares optimistic and zero-knowledge layer-2 rollups as blockchain scalability solutions.", "model": "claude-sonnet-5-5"}
{"work_id": 4388580994, "categories": ["computer_architecture", "distributed_computing"], "primary": "computer_architecture", "confidence": 0.65, "rationale": "Performance evaluation of the high-bandwidth-memory Xeon MAX CPU on bandwidth-bound HPC applications.", "model": "claude-sonnet-5-5"}
{"work_id": 2904849773, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.4, "rationale": "Builds a business training platform on workflow management systems, covering framework design and implementation.", "model": "claude-sonnet-5-5"}
{"work_id": 4401163816, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Signal processing for proton magnetometer instrumentation, not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7201761843, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.75, "rationale": "Geo-distributed Kafka clusters with replication and failover is a distributed systems topic.", "model": "claude-sonnet-5-5"}
{"work_id": 3152708525, "categories": ["distributed_computing", "computer_networks"], "primary": "distributed_computing", "confidence": 0.55, "rationale": "Optimistic synchronization and server selection for delay in distributed processing of communication services.", "model": "claude-sonnet-5-5"}
{"work_id": 4200525533, "categories": ["nlp"], "primary": "nlp", "confidence": 0.6, "rationale": "Deep learning text analysis of social media messages for suicide risk, a text classification task.", "model": "claude-sonnet-5-5"}
{"work_id": 3038439485, "categories": [], "primary": null, "confidence": 0.97, "rationale": "Educational pop-up book development for reading skills is not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 2972427306, "categories": ["distributed_computing", "ai_accelerators"], "primary": "distributed_computing", "confidence": 0.7, "rationale": "GPU acceleration of Map-Reduce/Spark for iterative ML, with middleware and scheduling insights.", "model": "claude-sonnet-5-5"}
{"work_id": 3014911997, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control-theoretic synchronization of fractional-order memristive networks is mainly applied math and control, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 2998437218, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Ontology-based cloud monitoring system and resource management with fault self-diagnosis.", "model": "claude-sonnet-5-5"}
{"work_id": 4416926542, "categories": ["cloud_computing", "sustainable_computing", "algorithms"], "primary": "cloud_computing", "confidence": 0.75, "rationale": "Energy-aware multi-objective job scheduling in green cloud datacenters using a hybrid metaheuristic.", "model": "claude-sonnet-5-5"}
{"work_id": 2903036202, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control design for synchronization of Lur'e systems via LMIs is control theory, outside CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4286377584, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.35, "rationale": "Empirical Bayesian estimation for InSAR coherence is a statistical signal-processing method for remote sensing, a weak fit to the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 7131086620, "categories": [], "primary": null, "confidence": 0.6, "rationale": "A survey of radiologists' opinions on AI in breast imaging; it is a clinical opinion survey, not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3045355300, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Control-theory work on adaptive consensus for linear multiagent systems; it falls outside the CS ontology categories.", "model": "claude-sonnet-5-5"}
{"work_id": 4405718414, "categories": ["software_engineering", "distributed_computing"], "primary": "software_engineering", "confidence": 0.7, "rationale": "Retrospective on dynamic change management and safe updating of running distributed systems, published in TSE.", "model": "claude-sonnet-5-5"}
{"work_id": 2903731864, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Statistical simulation study of count data models; it is statistics rather than CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4200552233, "categories": ["distributed_computing", "software_engineering"], "primary": "distributed_computing", "confidence": 0.6, "rationale": "Selective instrumentation to reduce overhead in Python performance monitoring with Score-P, which is HPC performance analysis tooling.", "model": "claude-sonnet-5-5"}
{"work_id": 7216249722, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Indonesian language education research on an e-module for short-story writing; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 2891039752, "categories": ["cloud_computing", "distributed_computing", "operating_systems"], "primary": "cloud_computing", "confidence": 0.65, "rationale": "Hypervisor-level checkpoint-restart for fault tolerance in virtual machine clusters running MPI in the cloud.", "model": "claude-sonnet-5-5"}
{"work_id": 4403092717, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.4, "rationale": "Parallel processing of geographic data on mobile devices, which is on-device computation.", "model": "claude-sonnet-5-5"}
{"work_id": 4407784105, "categories": ["distributed_computing", "deep_learning_architectures"], "primary": "distributed_computing", "confidence": 0.7, "rationale": "Parallel GNN training on large graphs across heterogeneous platforms, using graph partitioning and workload balancing.", "model": "claude-sonnet-5-5"}
{"work_id": 4411552467, "categories": ["blockchain", "distributed_computing"], "primary": "blockchain", "confidence": 0.8, "rationale": "Improved PBFT consensus algorithm for medical device traceability.", "model": "claude-sonnet-5-5"}
{"work_id": 2887272015, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.88, "rationale": "HPC resource management and job malleability via an interface integrated with OpenMP and MPI.", "model": "claude-sonnet-5-5"}
{"work_id": 3123252765, "categories": ["robotics"], "primary": "robotics", "confidence": 0.4, "rationale": "Vibration suppression in servo motion control using input shaping and adaptive control; closest fit is robotics/motion control, though not a clean match.", "model": "claude-sonnet-5-5"}
{"work_id": 3093694272, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Information systems management study of IT affordance and organisational innovation; not CS research in the ontology's sense.", "model": "claude-sonnet-5-5"}
{"work_id": 4411584530, "categories": ["reinforcement_learning", "cloud_computing"], "primary": "reinforcement_learning", "confidence": 0.75, "rationale": "Distributional RL method for Pod (Kubernetes) scheduling in satellite clusters; spans RL and cloud-style resource scheduling.", "model": "claude-sonnet-5-5"}
{"work_id": 4383532084, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.8, "rationale": "Erasure-coded distributed archival storage system on EOS for the WLCG, focused on data protection and storage design.", "model": "claude-sonnet-5-5"}
{"work_id": 3048509415, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Literature review on manufacturing quality management (Lean, Six Sigma, ZDM); not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4414878360, "categories": ["programming_languages", "distributed_computing"], "primary": "programming_languages", "confidence": 0.8, "rationale": "A DSL for mapping distributed programs, built on the Legion runtime.", "model": "claude-sonnet-5-5"}
{"work_id": 4410853603, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.5, "rationale": "AI-assisted system for HPC remote access and resource scheduling, with a RoBERTa chatbot as a supporting component.", "model": "claude-sonnet-5-5"}
{"work_id": 4407673169, "categories": ["distributed_computing", "cloud_computing"], "primary": "distributed_computing", "confidence": 0.8, "rationale": "Self-healing framework for fault tolerance and recovery in distributed cloud systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3011113897, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.85, "rationale": "Multi-stage distributed big-data processing framework evaluated across connection topologies.", "model": "claude-sonnet-5-5"}
{"work_id": 3128655982, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.75, "rationale": "Improved DDPG for obstacle avoidance path; RL algorithm improvement with a navigation application.", "model": "claude-sonnet-5-5"}
{"work_id": 2996458828, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "Meta-RL with subtask graph inference and exploration reward.", "model": "claude-sonnet-5-5"}
{"work_id": 4403461025, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.5, "rationale": "Adaptive dynamic programming (an RL method) for wind turbine MPPT control; control application, only loosely RL.", "model": "claude-sonnet-5-5"}
{"work_id": 7160928702, "categories": ["ai_agents", "reinforcement_learning", "llm"], "primary": "ai_agents", "confidence": 0.8, "rationale": "LLM agents with external skill bank managed during agentic RL training.", "model": "claude-sonnet-5-5"}
{"work_id": 7162259189, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Evaluates task complexity metrics in RL on robotic manipulation setups.", "model": "claude-sonnet-5-5"}
{"work_id": 4388561956, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "Hierarchical RL (MAXQ-P extension) compared with Q-learning on a game.", "model": "claude-sonnet-5-5"}
{"work_id": 4285172767, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.88, "rationale": "Frame-skipping in deep RL; uses hidden observations to improve trained agent performance.", "model": "claude-sonnet-5-5"}
{"work_id": 4400838813, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.82, "rationale": "DDPG-based deep RL for portfolio management with reward design and GCN/TCN features.", "model": "claude-sonnet-5-5"}
{"work_id": 4416874462, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.93, "rationale": "Off-policy average-reward actor-critic algorithm.", "model": "claude-sonnet-5-5"}
{"work_id": 7138837252, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Faculty highlight on reward-free exploration, imitation and RL without explicit rewards.", "model": "claude-sonnet-5-5"}
{"work_id": 4412985292, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "PPO variant with reward shaping for robot path planning in grid world.", "model": "claude-sonnet-5-5"}
{"work_id": 4384135373, "categories": ["reinforcement_learning", "ai_safety"], "primary": "reinforcement_learning", "confidence": 0.6, "rationale": "Explainable RL using fuzzy rules and generative visualization; RL focus with interpretability.", "model": "claude-sonnet-5-5"}
{"work_id": 4413402209, "categories": ["robotics", "reinforcement_learning"], "primary": "robotics", "confidence": 0.65, "rationale": "UAV path planning combining Q-learning/MDP with improved artificial potential field.", "model": "claude-sonnet-5-5"}
{"work_id": 4411020042, "categories": ["reinforcement_learning", "ml_theory"], "primary": "ml_theory", "confidence": 0.7, "rationale": "Combinatorial logistic bandits with regret bounds; online learning theory.", "model": "claude-sonnet-5-5"}
{"work_id": 4414230988, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.65, "rationale": "SAC with PER for autonomous vehicle collision avoidance in CARLA.", "model": "claude-sonnet-5-5"}
{"work_id": 3177555056, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "Dissertation on general value functions, TD learning, successor representations.", "model": "claude-sonnet-5-5"}
{"work_id": 4400812532, "categories": ["robotics", "reinforcement_learning"], "primary": "robotics", "confidence": 0.8, "rationale": "Mobile robot navigation and control with ROS, SLAM and actor-critic.", "model": "claude-sonnet-5-5"}
{"work_id": 4405571822, "categories": ["reinforcement_learning", "robotics"], "primary": "robotics", "confidence": 0.6, "rationale": "Comparative DRL algorithms for tilt-rotor UAV transition control.", "model": "claude-sonnet-5-5"}
{"work_id": 7214803104, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.93, "rationale": "Thesis on multi-objective RL methods for continuous control.", "model": "claude-sonnet-5-5"}
{"work_id": 4392858396, "categories": ["hci"], "primary": "hci", "confidence": 0.3, "rationale": "AI education game-based learning activities; weak fit, nearest is user-centered interaction/education study.", "model": "claude-sonnet-5-5"}
{"work_id": 3040890460, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Contextual bandit variant with missing rewards; bandits fall under RL.", "model": "claude-sonnet-5-5"}
{"work_id": 4405358450, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Musicology open educational resources review; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4388579628, "categories": ["reinforcement_learning", "robotics"], "primary": "robotics", "confidence": 0.7, "rationale": "SAC-based parking path planning and tracking for autonomous vehicles; robotics application with DRL.", "model": "claude-sonnet-5-5"}
{"work_id": 7160554706, "categories": ["reinforcement_learning", "computational_biology"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Review of dopamine reward prediction error hypothesis linking neuroscience and TD learning; computational neuroscience.", "model": "claude-sonnet-5-5"}
{"work_id": 3216293753, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.6, "rationale": "Active inference planning via tree search; decision-making and planning theory akin to RL.", "model": "claude-sonnet-5-5"}
{"work_id": 4313459177, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Evolutionary deep RL with SAC for Volt-VAR control in power distribution networks.", "model": "claude-sonnet-5-5"}
{"work_id": 3014616672, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "Monte Carlo Q-value function for Dec-POMDP multi-agent decision making and heuristic search.", "model": "claude-sonnet-5-5"}
{"work_id": 7213255109, "categories": ["reinforcement_learning", "algorithms"], "primary": "reinforcement_learning", "confidence": 0.55, "rationale": "MDP abstraction algorithm (K-MDP) for interpretable policies; decision process methods.", "model": "claude-sonnet-5-5"}
{"work_id": 7151096044, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "MARL stabilization method SD-MAPPO using self-distillation regularization.", "model": "claude-sonnet-5-5"}
{"work_id": 7167869540, "categories": ["reinforcement_learning", "ml_theory"], "primary": "reinforcement_learning", "confidence": 0.45, "rationale": "Dynamic programming for Dec-POMDPs with delayed sharing; decentralized control/decision theory, abstract unavailable.", "model": "claude-sonnet-5-5"}
{"work_id": 4408611127, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.9, "rationale": "Studies how state-space representation affects DQN agents in Snake; core RL.", "model": "claude-sonnet-5-5"}
{"work_id": 3208966735, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.95, "rationale": "Intrinsic-reward exploration method for cooperative multi-agent RL with sparse rewards.", "model": "claude-sonnet-5-5"}
{"work_id": 4385764347, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "State abstraction framework for RL with structural information principles.", "model": "claude-sonnet-5-5"}
{"work_id": 4412795647, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "Multi-agent deep RL (QMIX variant) for truck platoon coordination; the RL method dominates, with some link to autonomous vehicles.", "model": "claude-sonnet-5-5"}
{"work_id": 7123339254, "categories": ["reinforcement_learning", "ml_theory"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "Theoretical analysis of strong duality for constrained average-reward MDPs with intermittent observations; RL/MDP theory.", "model": "claude-sonnet-5-5"}
{"work_id": 7221661943, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "Actor-critic RL for distributed optimal output regulation of multi-agent systems; control-flavored but RL-based.", "model": "claude-sonnet-5-5"}
{"work_id": 4391768605, "categories": ["llm", "reinforcement_learning", "hci"], "primary": "llm", "confidence": 0.6, "rationale": "User study of ChatGPT helping novices design RL state and reward functions for traffic control; covers LLM use, RL formulation and human-AI interaction.", "model": "claude-sonnet-5-5"}
{"work_id": 3170511602, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.95, "rationale": "Cooperative exploration method for multi-agent deep RL.", "model": "claude-sonnet-5-5"}
{"work_id": 4414610855, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.6, "rationale": "Q-learning applied to personalised exercise recommendation for vocabulary teaching; applied RL.", "model": "claude-sonnet-5-5"}
{"work_id": 4406073402, "categories": ["reinforcement_learning", "ai_safety"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Label-efficient concept bottleneck policies for interpretable RL; the training algorithm is the main contribution, with an interpretability angle.", "model": "claude-sonnet-5-5"}
{"work_id": 3174702694, "categories": ["computer_vision", "reinforcement_learning", "ai_agents", "robotics"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Embodied agent actively selects views to improve semantic segmentation, trained with deep RL in a simulator.", "model": "claude-sonnet-5-5"}
{"work_id": 4402437985, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Two-tier multi-agent RL for strategy and tactics in competitive games.", "model": "claude-sonnet-5-5"}
{"work_id": 2793827368, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.55, "rationale": "Adaptive dynamic programming with critic networks for optimal control, which is approximate RL in the control setting.", "model": "claude-sonnet-5-5"}
{"work_id": 4400526476, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Offline-to-online RL for quadrotor aerial docking.", "model": "claude-sonnet-5-5"}
{"work_id": 7213353131, "categories": ["ai_agents", "autonomous_scientific_discovery"], "primary": "ai_agents", "confidence": 0.6, "rationale": "Recursive self-improving exploration for autonomous agents that discover solutions, using a replay simulator to refine exploration policies.", "model": "claude-sonnet-5-5"}
{"work_id": 3217267205, "categories": ["reinforcement_learning", "ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Probabilistic hierarchical Bayesian simulator of spatial demand, used to train RL policies with Deep Q-learning.", "model": "claude-sonnet-5-5"}
{"work_id": 7127355566, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.92, "rationale": "New target update method for DQN with convergence analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 7117961497, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Actor-critic RL with Lyapunov certificates for stabilizing control.", "model": "claude-sonnet-5-5"}
{"work_id": 4393861500, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Stochastic control and PDE free-boundary analysis in mathematical finance and economics, which is not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 6884998335, "categories": ["reinforcement_learning", "ml_theory"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Convergence and regret bounds for q-learning in continuous-time controlled diffusions.", "model": "claude-sonnet-5-5"}
{"work_id": 4220992898, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.5, "rationale": "Neuromorphic spiking sensory neuron hardware (memristor) for in-sensor computing; hardware for neural computation.", "model": "claude-sonnet-5-5"}
{"work_id": 3011341896, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.85, "rationale": "Sparsity of compressed CNNs analyzed on a hardware accelerator model.", "model": "claude-sonnet-5-5"}
{"work_id": 3012645150, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.85, "rationale": "Photonic CNN architecture for integrated optical deep learning processors.", "model": "claude-sonnet-5-5"}
{"work_id": 4388847637, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.7, "rationale": "Review of optical neural networks as hardware, with 5G/optical communication context.", "model": "claude-sonnet-5-5"}
{"work_id": 3047966047, "categories": ["ai_accelerators", "computer_architecture"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "Defect characterization of spintronic neuromorphic circuits; hardware testing for AI.", "model": "claude-sonnet-5-5"}
{"work_id": 4416096548, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Curriculum/teaching reform paper, not core CS research contribution in the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4414291128, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.92, "rationale": "Fabricated on-chip photonic neural network for inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4400641184, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "Spin-torque oscillator reservoir computing hardware for energy-efficient neuromorphic computing.", "model": "claude-sonnet-5-5"}
{"work_id": 7133525837, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Mathematical analysis of synchronization dynamics in memristive Hopfield networks; theoretical.", "model": "claude-sonnet-5-5"}
{"work_id": 2989832056, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.75, "rationale": "Photonic laser-based reservoir computing hardware and its computational capacity.", "model": "claude-sonnet-5-5"}
{"work_id": 7138209559, "categories": ["computer_architecture", "ai_accelerators"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "Memristive neuromorphic circuit design with firing dynamics and PCB validation; hardware-level neuromorphic building block.", "model": "claude-sonnet-5-5"}
{"work_id": 4312821358, "categories": ["ai_accelerators", "computer_architecture"], "primary": "ai_accelerators", "confidence": 0.7, "rationale": "Analysis of in-memory vector-matrix multiplication on ReRAM crossbars, a core kernel for neuromorphic and AI hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4387594915, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.45, "rationale": "Photonic neural networks are AI hardware, though the abstract is empty and the title is the only evidence.", "model": "claude-sonnet-5-5"}
{"work_id": 7165771277, "categories": ["deep_learning_architectures", "ai_accelerators"], "primary": "deep_learning_architectures", "confidence": 0.7, "rationale": "Spiking transformer architecture for modulation recognition, evaluated on a neuromorphic chip for energy savings.", "model": "claude-sonnet-5-5"}
{"work_id": 4392976059, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Brief review of an open science training resource; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 3193775649, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.35, "rationale": "Memristive synaptic device interface for neural signals and neuroprosthetics; hardware-oriented neuromorphic work, a weak fit.", "model": "claude-sonnet-5-5"}
{"work_id": 2912636021, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.85, "rationale": "Low-power QCA MAC unit circuit design with power analysis; digital hardware and VLSI design.", "model": "claude-sonnet-5-5"}
{"work_id": 4408280919, "categories": ["cybersecurity", "applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.4, "rationale": "Memristive coupled chaotic neural networks, with a chaos-based DNA image encryption algorithm as the application.", "model": "claude-sonnet-5-5"}
{"work_id": 3039564587, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Device physics characterization of h-BN memristors under a magnetic field, with no computational framing.", "model": "claude-sonnet-5-5"}
{"work_id": 2955631546, "categories": [], "primary": null, "confidence": 0.55, "rationale": "Materials and device physics model of negative differential resistance, mostly outside computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 2846788133, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Analog chaotic oscillator circuit design with memristor emulation; closest fit is digital/analog hardware design, a weak match.", "model": "claude-sonnet-5-5"}
{"work_id": 3191516184, "categories": ["ai_accelerators", "computer_architecture"], "primary": "computer_architecture", "confidence": 0.45, "rationale": "Tutorial on programmable photonic processors and their technology stack; general-purpose photonic computing hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 2902787482, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "CMOS-memristive analog current mirror circuit design for low power and area, i.e. VLSI circuit design.", "model": "claude-sonnet-5-5"}
{"work_id": 3091740059, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.65, "rationale": "Memristive crossbar threshold logic circuit design with power and variability analysis; reconfigurable hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 7084748818, "categories": ["ai_accelerators", "deep_learning_architectures"], "primary": "ai_accelerators", "confidence": 0.9, "rationale": "Neuromorphic self-attention hardware core exploiting sparsity for energy efficiency.", "model": "claude-sonnet-5-5"}
{"work_id": 4405521075, "categories": ["computer_architecture", "computational_biology"], "primary": "computer_architecture", "confidence": 0.55, "rationale": "FPGA digital hardware realization of a synaptic calcium dynamics model, with a neuroscience modelling aspect.", "model": "claude-sonnet-5-5"}
{"work_id": 4206136645, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.8, "rationale": "VHDL-based design space exploration and EDA framework for memristive crossbar arrays.", "model": "claude-sonnet-5-5"}
{"work_id": 4225485808, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.8, "rationale": "All-optical nonlinear activation device for optical neural networks, i.e. photonic AI hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4410384882, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.88, "rationale": "Integrated all-optical diffractive neural network chip for low-latency inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4391086735, "categories": ["ai_accelerators", "computer_architecture"], "primary": "ai_accelerators", "confidence": 0.55, "rationale": "Silicon photonic coherent crossbar for universal linear optics, i.e. photonic matrix computation hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4323823183, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.5, "rationale": "Simulation and training of optical neural network systems; hardware-aware modelling for photonic AI.", "model": "claude-sonnet-5-5"}
{"work_id": 4391451283, "categories": ["ai_accelerators", "edge_computing"], "primary": "ai_accelerators", "confidence": 0.6, "rationale": "Diffractive photonic computing units for energy-efficient EEG seizure classification as edge systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3047123852, "categories": ["computer_architecture", "ai_accelerators"], "primary": "computer_architecture", "confidence": 0.7, "rationale": "Behavioral VHDL modelling of memristive crossbar for in-memory computing; EDA and simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 3143061595, "categories": ["ai_accelerators", "edge_computing"], "primary": "ai_accelerators", "confidence": 0.75, "rationale": "Overview of AI chip technologies and design flow for AGI chips, including edge AI.", "model": "claude-sonnet-5-5"}
{"work_id": 3153206747, "categories": ["ai_accelerators", "computer_networks"], "primary": "ai_accelerators", "confidence": 0.6, "rationale": "Microcomb-based optical convolutional accelerator for neural networks plus optical data transmission.", "model": "claude-sonnet-5-5"}
{"work_id": 4408740885, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.7, "rationale": "Photonic hardware for probabilistic Bayesian neural network inference.", "model": "claude-sonnet-5-5"}
{"work_id": 4413066757, "categories": ["ai_accelerators", "computer_architecture"], "primary": "ai_accelerators", "confidence": 0.7, "rationale": "Optical network-on-chip interconnect and mapping algorithms for memristor arrays in neuromorphic chips.", "model": "claude-sonnet-5-5"}
{"work_id": 7134888657, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.75, "rationale": "Programmable optical neural network (optoelectronic reservoir computing) hardware for efficient AI.", "model": "claude-sonnet-5-5"}
{"work_id": 4240155423, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.85, "rationale": "Photonic convolutional accelerator for optical neural networks.", "model": "claude-sonnet-5-5"}
{"work_id": 4413807734, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.6, "rationale": "Optical synapse device for neuromorphic computing hardware.", "model": "claude-sonnet-5-5"}
{"work_id": 4412921988, "categories": ["ai_accelerators", "deep_learning_architectures"], "primary": "ai_accelerators", "confidence": 0.7, "rationale": "Review of photonic reservoir computing, brain-inspired hardware for efficient AI computation.", "model": "claude-sonnet-5-5"}
{"work_id": 7164587856, "categories": ["ai_accelerators", "deep_learning_architectures"], "primary": "ai_accelerators", "confidence": 0.85, "rationale": "Photonic spiking GNN with silicon photonic hardware experiment and energy efficiency metrics.", "model": "claude-sonnet-5-5"}
{"work_id": 6929467513, "categories": ["deep_learning_architectures", "ml_theory"], "primary": "deep_learning_architectures", "confidence": 0.5, "rationale": "Generalized threshold logic neuron model (receptron) with formal analysis of its selectivity.", "model": "claude-sonnet-5-5"}
{"work_id": 4400662090, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.6, "rationale": "Photonic iterative processor for matrix inversion addressing I/O bottleneck, with reservoir training and MIMO applications.", "model": "claude-sonnet-5-5"}
{"work_id": 4366823742, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.88, "rationale": "Photonic tensor core with MZI chip for matrix multiplication in photonic neural networks.", "model": "claude-sonnet-5-5"}
{"work_id": 7171493874, "categories": ["ai_accelerators"], "primary": "ai_accelerators", "confidence": 0.3, "rationale": "Photonic chip with self-configuring networks learning coherency matrices; borderline computational framing.", "model": "claude-sonnet-5-5"}
{"work_id": 4386996793, "categories": [], "primary": null, "confidence": 0.9, "rationale": "InSAR geophysics study of fault deformation, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2801359411, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.7, "rationale": "Computational neuroscience modeling of synaptic plasticity with hidden Markov models.", "model": "claude-sonnet-5-5"}
{"work_id": 2946793717, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Circuit-level memristor device dynamics analysis, essentially electrical engineering rather than computing.", "model": "claude-sonnet-5-5"}
{"work_id": 3112050902, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Control-theoretic synchronization of memristive neural networks, mainly control engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 4383046458, "categories": ["robotics", "ml_theory"], "primary": "robotics", "confidence": 0.4, "rationale": "Data-driven MPC with safety guarantees for nonlinear systems (control); closest fits are control/robotics and learning-based methods, but the fit is loose.", "model": "claude-sonnet-5-5"}
{"work_id": 2804990859, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.92, "rationale": "Proves #P-completeness of counting homomorphisms for 3-manifold invariants.", "model": "claude-sonnet-5-5"}
{"work_id": 2795888755, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Pure algebra (monoid acts); not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 7205015363, "categories": ["computational_complexity", "computational_biology"], "primary": "computational_complexity", "confidence": 0.5, "rationale": "Automata theory and formal languages applied to DNA splicing systems, which falls under automata theory and DNA computing.", "model": "claude-sonnet-5-5"}
{"work_id": 2979317633, "categories": [], "primary": null, "confidence": 0.6, "rationale": "NIR spectroscopy for skin AGE estimation is biomedical measurement, not core CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3037346090, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.45, "rationale": "Numerical approximation (inverse-free Kalman filter using block diagonally dominant matrices) to reduce computational cost.", "model": "claude-sonnet-5-5"}
{"work_id": 2947814064, "categories": ["scientific_computing", "computational_biology"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Simulation of biological processes using movable cellular automata.", "model": "claude-sonnet-5-5"}
{"work_id": 4312278247, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Signal processing measure for time-varying filter banks; no CS category fits well.", "model": "claude-sonnet-5-5"}
{"work_id": 2928354599, "categories": ["computational_biology", "scientific_computing"], "primary": "computational_biology", "confidence": 0.55, "rationale": "Cellular automata model of morphogenesis, a computational developmental biology simulation.", "model": "claude-sonnet-5-5"}
{"work_id": 2791221456, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Applied fuzzy Tsukamoto fire-risk prediction; weak CS contribution, no category fits clearly.", "model": "claude-sonnet-5-5"}
{"work_id": 4410227679, "categories": ["deep_learning_architectures", "robotics"], "primary": "robotics", "confidence": 0.4, "rationale": "Deep-learning-enhanced IMM filter for maneuvering target tracking; a signal processing/tracking application with weak fit to the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 2936835067, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.9, "rationale": "Unique Games hardness of approximating cumulative pebbling cost; hardness of approximation result.", "model": "claude-sonnet-5-5"}
{"work_id": 4323338639, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "ADMM-based optimization algorithm for regularized minimax approximation, applied to filter design and neural network training.", "model": "claude-sonnet-5-5"}
{"work_id": 3090906110, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.4, "rationale": "Reaction systems transition graph structure; a theoretical natural computing/automata-style result.", "model": "claude-sonnet-5-5"}
{"work_id": 3174631184, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.85, "rationale": "Fixed point construction for tilings and cellular automata using Turing machine simulation; computability and automata theory.", "model": "claude-sonnet-5-5"}
{"work_id": 7134076622, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.35, "rationale": "Operations research survey of optimization models (MIP) for offshore wind farms; combinatorial optimization, but the domain is outside computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 4387356133, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.95, "rationale": "PSPACE-completeness proof for the game Turning Tiles.", "model": "claude-sonnet-5-5"}
{"work_id": 2567311606, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.7, "rationale": "Algorithmic randomness and infinite time Turing machines; computability theory.", "model": "claude-sonnet-5-5"}
{"work_id": 7125235431, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Geoscience study using PLS regression on hyperspectral and petrophysical data; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2787143214, "categories": ["formal_verification", "computational_complexity"], "primary": "formal_verification", "confidence": 0.6, "rationale": "Decidability of the weak monadic theory of successor; logic and automata theory.", "model": "claude-sonnet-5-5"}
{"work_id": 7162015013, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Management/education survey study using SEM-PLS; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4361029879, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.4, "rationale": "Distributed MPC with local information exchange and guarantees; control theory, nearest fit is distributed algorithms.", "model": "claude-sonnet-5-5"}
{"work_id": 4387624329, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.6, "rationale": "Proposes an efficient Informer-based transformer architecture with sparse attention and distilling for converter modeling.", "model": "claude-sonnet-5-5"}
{"work_id": 2794110548, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.3, "rationale": "Granular computing and cellular automata soft computing model; weak fit to computational models/algorithms.", "model": "claude-sonnet-5-5"}
{"work_id": 2990666756, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Classical control engineering (IMC design for MIMO systems); no CS category fits.", "model": "claude-sonnet-5-5"}
{"work_id": 2888657220, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.4, "rationale": "Adaptive filtering algorithm (proportionate NLMS) for sparse system identification; signal processing algorithm design.", "model": "claude-sonnet-5-5"}
{"work_id": 7221079107, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.95, "rationale": "Shows barriers implying NP \u2286 P/poly for affine isolation; pure complexity theory.", "model": "claude-sonnet-5-5"}
{"work_id": 2968152157, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Geophysical exploration application; AI used incidentally in geoscience, not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4414170577, "categories": ["robotics"], "primary": "robotics", "confidence": 0.5, "rationale": "Safety-critical control with CBFs for an underactuated hovercraft, trajectory tracking and obstacle avoidance.", "model": "claude-sonnet-5-5"}
{"work_id": 2905468286, "categories": [], "primary": null, "confidence": 0.98, "rationale": "Microbiology laboratory equipment; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 3110879399, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.95, "rationale": "Algebraic circuit complexity, VNP and permanent hardness.", "model": "claude-sonnet-5-5"}
{"work_id": 4396536343, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Radar signal processing parameter estimation; not core CS in this ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 4288109977, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "Cellular automata simulation of corrosion; abstract minimal, a computational modelling topic.", "model": "claude-sonnet-5-5"}
{"work_id": 4417095717, "categories": ["computational_complexity", "deep_learning_architectures"], "primary": "computational_complexity", "confidence": 0.5, "rationale": "Uses infinite time Turing machines to analyze transformers and proposes a new computational paradigm.", "model": "claude-sonnet-5-5"}
{"work_id": 2955693445, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.5, "rationale": "Root separation bounds for polynomials, computer algebra flavored.", "model": "claude-sonnet-5-5"}
{"work_id": 4409570626, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.3, "rationale": "Probabilistic cellular automata as quantum systems; mostly physics with information framing.", "model": "claude-sonnet-5-5"}
{"work_id": 2888883998, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.9, "rationale": "New automata model, descriptional complexity, language hierarchies.", "model": "claude-sonnet-5-5"}
{"work_id": 7214073407, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Finite basis problem for semirings is algebra, not clearly CS.", "model": "claude-sonnet-5-5"}
{"work_id": 2809671584, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Number theory experimental mathematics, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 4206034737, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Application of standard ML to remote sensing climate data; main contribution is geoscience.", "model": "claude-sonnet-5-5"}
{"work_id": 6967003509, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.97, "rationale": "Characterizes lossy catalytic space classes in terms of ordinary catalytic space, a complexity class result.", "model": "claude-sonnet-5-5"}
{"work_id": 2738145410, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.7, "rationale": "Stochastic mixed integer programming with tight formulations and cuts is combinatorial optimisation.", "model": "claude-sonnet-5-5"}
{"work_id": 2952324823, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Numerical simulation and stability analysis of a reactor model, computational chemical engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 2962975699, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.9, "rationale": "Classifies the complexity of infinite-domain VCSPs, with tractability and NP-hardness results.", "model": "claude-sonnet-5-5"}
{"work_id": 7169788258, "categories": ["computer_vision", "deep_learning_architectures"], "primary": "computer_vision", "confidence": 0.7, "rationale": "YOLO-based detection and recognition on time-frequency images of radar signals, with architectural modifications.", "model": "claude-sonnet-5-5"}
{"work_id": 2995807397, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.93, "rationale": "Proves strong NP-hardness of a clustering problem.", "model": "claude-sonnet-5-5"}
{"work_id": 4409702353, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Survey study of MOOC adoption in education using PLS-SEM, not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 7148239571, "categories": ["applied_cryptography", "computational_complexity"], "primary": "computational_complexity", "confidence": 0.5, "rationale": "Thesis on cryptography and Kolmogorov complexity, likely about the relationship between cryptographic hardness and complexity; the abstract is minimal.", "model": "claude-sonnet-5-5"}
{"work_id": 3086506771, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Pure algebra of ordered semihypergroups, with no computational framing.", "model": "claude-sonnet-5-5"}
{"work_id": 7154114167, "categories": ["edge_computing"], "primary": "edge_computing", "confidence": 0.3, "rationale": "IoT sensor-based fuzzy Mamdani classification of water quality, a weak fit; it is applied fuzzy logic with IoT data.", "model": "claude-sonnet-5-5"}
{"work_id": 4382237584, "categories": ["robotics", "ai_agents"], "primary": "robotics", "confidence": 0.6, "rationale": "Decision-making for automated vehicle interacting with pedestrians; autonomous vehicle system with intention prediction.", "model": "claude-sonnet-5-5"}
{"work_id": 4313639087, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.3, "rationale": "Control of networked multi-agent systems with consensus and delay compensation; closest fit is distributed coordination, weak.", "model": "claude-sonnet-5-5"}
{"work_id": 2978699180, "categories": ["computational_biology", "formal_verification", "nlp"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Mines literature via NLP to build and simulate biological network models, checked with statistical model checking.", "model": "claude-sonnet-5-5"}
{"work_id": 4416034050, "categories": ["ai_agents", "ai_safety", "cybersecurity"], "primary": "ai_agents", "confidence": 0.7, "rationale": "Security framework with attacks and defenses for LLM-based multi-agent systems.", "model": "claude-sonnet-5-5"}
{"work_id": 4387171855, "categories": ["ai_agents", "algorithms"], "primary": "ai_agents", "confidence": 0.6, "rationale": "Numeric AI planning heuristic improving LM-cut for optimal planning.", "model": "claude-sonnet-5-5"}
{"work_id": 7202147256, "categories": ["reinforcement_learning", "ai_agents", "ai_safety"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Preference-based reward modeling for multi-agent RL to shape emergent behavior and align with social objectives.", "model": "claude-sonnet-5-5"}
{"work_id": 7171217691, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Tourism labour and social sustainability commentary, not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 4281774473, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Thesis on feature extraction and selection for efficient time series classification; abstract text mostly acknowledgements, but it is a mining/ML method; no clear ontology category.", "model": "claude-sonnet-5-5"}
{"work_id": 7212269269, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.5, "rationale": "Update admission auditing for continual learning of embodied agents with statistical gating of policy updates.", "model": "claude-sonnet-5-5"}
{"work_id": 4225668571, "categories": ["nlp", "hci"], "primary": "nlp", "confidence": 0.5, "rationale": "Overview of chatbots and conversational agents for education and coaching.", "model": "claude-sonnet-5-5"}
{"work_id": 3095072217, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Multi-agent simulation platform for mobility scenarios; agent-based simulation is the main method, though the application is transport and public health.", "model": "claude-sonnet-5-5"}
{"work_id": 2968942120, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.6, "rationale": "Framework for publishing linked open data from heterogeneous sources using Semantic Web technologies, which is a data integration problem.", "model": "claude-sonnet-5-5"}
{"work_id": 7130252400, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Mixed-methods management study of AI adoption in small business marketing. It is not computer-science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2911791709, "categories": [], "primary": null, "confidence": 0.7, "rationale": "E-learning course development and platform comparison. This is educational and not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4412987259, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control-theory consensus control of multi-agent systems with an observer. This is control engineering, not the AI agents category.", "model": "claude-sonnet-5-5"}
{"work_id": 4289360054, "categories": ["ai_agents", "algorithms"], "primary": "ai_agents", "confidence": 0.5, "rationale": "Game-playing agent using minimax with alpha-beta pruning and an evaluation function with weight analysis.", "model": "claude-sonnet-5-5"}
{"work_id": 3128896073, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Information systems literature-review and theory-building methodology. It is not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 3037034904, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Transportation policy analysis using an agent-based simulation. The contribution is in transport engineering, not CS.", "model": "claude-sonnet-5-5"}
{"work_id": 3014047513, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Algebraic controllability conditions for multiagent systems in control theory, which is outside the ontology.", "model": "claude-sonnet-5-5"}
{"work_id": 3122776204, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Containment control of nonlinear multi-agent systems, which is control theory and not CS agents.", "model": "claude-sonnet-5-5"}
{"work_id": 7077881861, "categories": ["reinforcement_learning", "ai_safety"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "Multi-agent RL method for mixed-motive cooperation with fairness guarantees; fairness is a secondary theme.", "model": "claude-sonnet-5-5"}
{"work_id": 7160854959, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control-theory paper on event-triggered control of nonlinear multi-agent systems; not squarely within CS categories.", "model": "claude-sonnet-5-5"}
{"work_id": 3126546068, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Multi-agent system framework for power distribution network protection and restoration; agent-based but mainly power-engineering.", "model": "claude-sonnet-5-5"}
{"work_id": 2997077628, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.65, "rationale": "Alternatives ranking for automated negotiation among multi-agent systems.", "model": "claude-sonnet-5-5"}
{"work_id": 3035359449, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Uses multiagent methods to analyze EEG for brain activity recognition; the agent paradigm is the main method.", "model": "claude-sonnet-5-5"}
{"work_id": 4212806673, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Physics/biology thesis on reaction-diffusion pattern formation in Dictyostelium; not CS research.", "model": "claude-sonnet-5-5"}
{"work_id": 4416750122, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Decentralized multi-agent RL for large-scale mixed traffic control with robot vehicles, published at IROS.", "model": "claude-sonnet-5-5"}
{"work_id": 2945626893, "categories": ["ai_agents", "ai_safety"], "primary": "ai_agents", "confidence": 0.5, "rationale": "Generative policy model for autonomous systems in coalitions using explainable AI; agent policy learning.", "model": "claude-sonnet-5-5"}
{"work_id": 2969980661, "categories": ["distributed_computing", "computer_networks"], "primary": "distributed_computing", "confidence": 0.5, "rationale": "Diffusion/consensus protocol for networked multi-agent systems with convergence analysis and link failure detection.", "model": "claude-sonnet-5-5"}
{"work_id": 4402920523, "categories": [], "primary": null, "confidence": 0.55, "rationale": "Control-theoretic consensus tracking for singular multi-agent systems; not CS-category specific.", "model": "claude-sonnet-5-5"}
{"work_id": 7137881325, "categories": ["llm", "hci"], "primary": "hci", "confidence": 0.35, "rationale": "Essay on using AI and prompt engineering to teach ENEM essay writing; an educational application with weak technical contribution.", "model": "claude-sonnet-5-5"}
{"work_id": 7218192222, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.3, "rationale": "Uses NetLogo multi-agent simulations as a teaching tool for complex systems; mostly education, with a weak link to multi-agent modelling.", "model": "claude-sonnet-5-5"}
{"work_id": 2898995053, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Literature study of game characteristics in electronic negotiation support systems; information systems and social interaction, gamification.", "model": "claude-sonnet-5-5"}
{"work_id": 3037046004, "categories": ["computer_vision", "hci"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Collaborative satellite image analysis tool with human-in-the-loop retraining of neural networks for humanitarian use.", "model": "claude-sonnet-5-5"}
{"work_id": 4416453808, "categories": ["ai_agents", "llm"], "primary": "ai_agents", "confidence": 0.92, "rationale": "Framework for designing LLM-based multi-agent systems with task decomposition, evaluated on knapsack and task-assignment problems.", "model": "claude-sonnet-5-5"}
{"work_id": 4362606359, "categories": ["ml_theory", "ai_agents"], "primary": "ml_theory", "confidence": 0.6, "rationale": "Formal framework of structural causal games combining causal inference and game theory with multi-agent influence diagrams.", "model": "claude-sonnet-5-5"}
{"work_id": 3004892764, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Interview study of conversational agents' effects on customers and employees via technology affordances; human-AI and social aspects.", "model": "claude-sonnet-5-5"}
{"work_id": 4390619203, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Analysis of the growth of distance education in Brazil; not computer science research.", "model": "claude-sonnet-5-5"}
{"work_id": 2898910837, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.3, "rationale": "Adaptive fuzzy consensus control for nonlinear multiagent systems; control theory that only loosely fits multi-agent systems.", "model": "claude-sonnet-5-5"}
{"work_id": 7219983900, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Information science and political economy study of the Brazilian land information regime; not computer science.", "model": "claude-sonnet-5-5"}
{"work_id": 7132739348, "categories": ["formal_verification"], "primary": "formal_verification", "confidence": 0.5, "rationale": "Logic expressivity for KLM defeasible reasoning; knowledge representation/logic, closest to formal logic/automated reasoning.", "model": "claude-sonnet-5-5"}
{"work_id": 7162579366, "categories": ["autonomous_scientific_discovery", "ai_agents"], "primary": "autonomous_scientific_discovery", "confidence": 0.92, "rationale": "End-to-end autonomous research system with verifiability audit for AI-generated research.", "model": "claude-sonnet-5-5"}
{"work_id": 2920799053, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.35, "rationale": "Game-playing programs for Hex and Go; history and analysis of game AI, loosely search algorithms.", "model": "claude-sonnet-5-5"}
{"work_id": 7164056265, "categories": ["ai_agents", "llm", "software_engineering"], "primary": "ai_agents", "confidence": 0.85, "rationale": "Design patterns for multi-agent LLM systems with tool agents in engineering case study.", "model": "claude-sonnet-5-5"}
{"work_id": 7153320825, "categories": ["ai_agents", "generative_ai"], "primary": "ai_agents", "confidence": 0.7, "rationale": "Multi-agent system pipeline for documentary video production.", "model": "claude-sonnet-5-5"}
{"work_id": 4415035946, "categories": ["ai_agents", "llm", "computational_biology"], "primary": "ai_agents", "confidence": 0.6, "rationale": "Cooperative LLM agents (Selector, Validator) for quantum chemistry property prediction.", "model": "claude-sonnet-5-5"}
{"work_id": 2993634112, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Educational study on mobile learning apps and computational thinking with students; user-centered design research.", "model": "claude-sonnet-5-5"}
{"work_id": 7154382442, "categories": ["reinforcement_learning", "ai_agents", "llm"], "primary": "reinforcement_learning", "confidence": 0.85, "rationale": "MARL training of LLM agents with reward design for social deduction games.", "model": "claude-sonnet-5-5"}
{"work_id": 7214219730, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Control-theoretic consensus of linear multi-agent systems, systems and control rather than CS ontology categories.", "model": "claude-sonnet-5-5"}
{"work_id": 7124257480, "categories": ["reinforcement_learning"], "primary": "reinforcement_learning", "confidence": 0.95, "rationale": "Cooperative MARL experience replay and reward decomposition method.", "model": "claude-sonnet-5-5"}