TeX 62.3%
Python 37.6%
1h,fit_origin,model,seconds,n_train,n_test21,2023-12,mlp_panel,1.0,2940,73531,2023-12,lstm,5.4,2940,73541,2023-12,gru,4.1,2940,73551,2023-12,tcn,134.5,2940,73561,2023-12,tft_lite,3.5,2940,73571,2023-12,dsgfn,3.1,2940,73581,2023-12,qanss,0.3,2940,73591,2023-12,qrefa,4.9,2940,735101,2024-03,mlp_panel,0.9,3675,735111,2024-03,lstm,7.0,3675,735121,2024-03,gru,5.3,3675,735131,2024-03,tcn,166.6,3675,735141,2024-03,tft_lite,4.9,3675,735151,2024-03,dsgfn,4.7,3675,735161,2024-03,qanss,0.3,3675,735171,2024-03,qrefa,7.8,3675,735181,2024-06,mlp_panel,1.2,4410,735191,2024-06,lstm,10.4,4410,735201,2024-06,gru,7.7,4410,735211,2024-06,tcn,197.9,4410,735221,2024-06,tft_lite,5.7,4410,735231,2024-06,dsgfn,5.9,4410,735241,2024-06,qanss,0.3,4410,735251,2024-06,qrefa,9.8,4410,735261,2024-09,mlp_panel,1.1,5145,735271,2024-09,lstm,10.6,5145,735281,2024-09,gru,8.2,5145,735291,2024-09,tcn,212.2,5145,735301,2024-09,tft_lite,5.6,5145,735311,2024-09,dsgfn,4.9,5145,735321,2024-09,qanss,0.2,5145,735331,2024-09,qrefa,9.6,5145,735341,2024-12,mlp_panel,1.3,5880,735351,2024-12,lstm,11.5,5880,735361,2024-12,gru,8.8,5880,735371,2024-12,tcn,237.8,5880,735381,2024-12,tft_lite,6.3,5880,735391,2024-12,dsgfn,5.4,5880,735401,2024-12,qanss,0.2,5880,735411,2024-12,qrefa,10.8,5880,735421,2025-03,mlp_panel,1.4,6615,735431,2025-03,lstm,12.7,6615,735441,2025-03,gru,9.5,6615,735451,2025-03,tcn,270.2,6615,735461,2025-03,tft_lite,7.0,6615,735471,2025-03,dsgfn,6.3,6615,735481,2025-03,qanss,0.3,6615,735491,2025-03,qrefa,12.6,6615,735501,2025-06,mlp_panel,1.6,7350,735511,2025-06,lstm,13.9,7350,735521,2025-06,gru,10.7,7350,735531,2025-06,tcn,294.3,7350,735541,2025-06,tft_lite,7.0,7350,735551,2025-06,dsgfn,6.9,7350,735561,2025-06,qanss,0.3,7350,735571,2025-06,qrefa,14.5,7350,735581,2025-09,mlp_panel,1.6,8085,735591,2025-09,lstm,14.4,8085,735601,2025-09,gru,11.1,8085,735611,2025-09,tcn,322.8,8085,735621,2025-09,tft_lite,8.3,8085,735631,2025-09,dsgfn,7.2,8085,735641,2025-09,qanss,0.3,8085,735651,2025-09,qrefa,18.5,8085,735661,2025-12,mlp_panel,1.7,8820,735671,2025-12,lstm,15.7,8820,735681,2025-12,gru,13.1,8820,735691,2025-12,tcn,347.0,8820,735701,2025-12,tft_lite,9.5,8820,735711,2025-12,dsgfn,11.1,8820,735721,2025-12,qanss,0.4,8820,735731,2025-12,qrefa,20.9,8820,735741,2026-03,mlp_panel,1.9,9555,735751,2026-03,lstm,18.8,9555,735761,2026-03,gru,14.7,9555,735771,2026-03,tcn,395.2,9555,735781,2026-03,tft_lite,9.9,9555,735791,2026-03,dsgfn,8.8,9555,735801,2026-03,qanss,0.3,9555,735811,2026-03,qrefa,19.5,9555,735821,2026-06,mlp_panel,1.9,10290,735831,2026-06,lstm,18.0,10290,735841,2026-06,gru,13.8,10290,735851,2026-06,tcn,377.5,10290,735861,2026-06,tft_lite,8.8,10290,735871,2026-06,dsgfn,8.1,10290,735881,2026-06,qanss,0.3,10290,735891,2026-06,qrefa,23.1,10290,735903,2023-12,mlp_panel,0.4,2450,735913,2023-12,lstm,3.8,2450,735923,2023-12,gru,3.0,2450,735933,2023-12,tcn,76.9,2450,735943,2023-12,tft_lite,2.0,2450,735953,2023-12,dsgfn,2.0,2450,735963,2023-12,qanss,0.2,2450,735973,2023-12,qrefa,3.1,2450,735983,2024-03,mlp_panel,0.6,3185,735993,2024-03,lstm,4.8,3185,7351003,2024-03,gru,3.7,3185,7351013,2024-03,tcn,151.5,3185,7351023,2024-03,tft_lite,3.9,3185,7351033,2024-03,dsgfn,4.2,3185,7351043,2024-03,qanss,0.2,3185,7351053,2024-03,qrefa,4.9,3185,7351063,2024-06,mlp_panel,0.7,3920,7351073,2024-06,lstm,6.9,3920,7351083,2024-06,gru,5.2,3920,7351093,2024-06,tcn,148.2,3920,7351103,2024-06,tft_lite,3.9,3920,7351113,2024-06,dsgfn,3.7,3920,7351123,2024-06,qanss,0.2,3920,7351133,2024-06,qrefa,6.2,3920,7351143,2024-09,mlp_panel,0.8,4655,7351153,2024-09,lstm,7.8,4655,7351163,2024-09,gru,6.3,4655,7351173,2024-09,tcn,175.3,4655,7351183,2024-09,tft_lite,4.4,4655,7351193,2024-09,dsgfn,4.4,4655,7351203,2024-09,qanss,0.2,4655,7351213,2024-09,qrefa,8.0,4655,7351223,2024-12,mlp_panel,1.0,5390,7351233,2024-12,lstm,9.1,5390,7351243,2024-12,gru,7.4,5390,7351253,2024-12,tcn,193.4,5390,7351263,2024-12,tft_lite,5.0,5390,7351273,2024-12,dsgfn,5.0,5390,7351283,2024-12,qanss,0.2,5390,7351293,2024-12,qrefa,9.4,5390,7351303,2025-03,mlp_panel,1.2,6125,7351313,2025-03,lstm,10.3,6125,7351323,2025-03,gru,7.9,6125,7351333,2025-03,tcn,200.1,6125,7351343,2025-03,tft_lite,5.0,6125,7351353,2025-03,dsgfn,4.9,6125,7351363,2025-03,qanss,0.2,6125,7351373,2025-03,qrefa,10.4,6125,7351383,2025-06,mlp_panel,1.1,6860,7351393,2025-06,lstm,9.8,6860,7351403,2025-06,gru,7.8,6860,7351413,2025-06,tcn,203.2,6860,7351423,2025-06,tft_lite,5.7,6860,7351433,2025-06,dsgfn,5.5,6860,7351443,2025-06,qanss,0.2,6860,7351453,2025-06,qrefa,12.1,6860,7351463,2025-09,mlp_panel,1.2,7595,7351473,2025-09,lstm,10.8,7595,7351483,2025-09,gru,8.8,7595,7351493,2025-09,tcn,225.3,7595,7351503,2025-09,tft_lite,6.2,7595,7351513,2025-09,dsgfn,6.1,7595,7351523,2025-09,qanss,0.2,7595,7351533,2025-09,qrefa,14.0,7595,7351543,2025-12,mlp_panel,1.3,8330,7351553,2025-12,lstm,11.8,8330,7351563,2025-12,gru,9.7,8330,7351573,2025-12,tcn,247.3,8330,7351583,2025-12,tft_lite,7.0,8330,7351593,2025-12,dsgfn,6.5,8330,7351603,2025-12,qanss,0.3,8330,7351613,2025-12,qrefa,16.1,8330,7351623,2026-03,mlp_panel,1.4,9065,7351633,2026-03,lstm,12.9,9065,7351643,2026-03,gru,10.6,9065,7351653,2026-03,tcn,268.8,9065,7351663,2026-03,tft_lite,7.5,9065,7351673,2026-03,dsgfn,7.3,9065,7351683,2026-03,qanss,0.3,9065,7351693,2026-03,qrefa,17.9,9065,7351703,2026-06,mlp_panel,1.5,9800,2451713,2026-06,lstm,14.1,9800,2451723,2026-06,gru,11.3,9800,2451733,2026-06,tcn,259.2,9800,2451743,2026-06,tft_lite,6.8,9800,2451753,2026-06,dsgfn,6.8,9800,2451763,2026-06,qanss,0.2,9800,2451773,2026-06,qrefa,18.8,9800,2451786,2024-03,mlp_panel,0.3,2450,7351796,2024-03,lstm,3.0,2450,7351806,2024-03,gru,2.3,2450,7351816,2024-03,tcn,59.5,2450,7351826,2024-03,tft_lite,1.8,2450,7351836,2024-03,dsgfn,1.7,2450,7351846,2024-03,qanss,0.1,2450,7351856,2024-03,qrefa,2.7,2450,7351866,2024-06,mlp_panel,0.5,3185,7351876,2024-06,lstm,4.0,3185,7351886,2024-06,gru,3.2,3185,7351896,2024-06,tcn,77.1,3185,7351906,2024-06,tft_lite,2.4,3185,7351916,2024-06,dsgfn,2.3,3185,7351926,2024-06,qanss,0.1,3185,7351936,2024-06,qrefa,3.9,3185,7351946,2024-09,mlp_panel,0.5,3920,7351956,2024-09,lstm,4.7,3920,7351966,2024-09,gru,3.7,3920,7351976,2024-09,tcn,95.0,3920,7351986,2024-09,tft_lite,2.8,3920,7351996,2024-09,dsgfn,2.8,3920,7352006,2024-09,qanss,0.2,3920,7352016,2024-09,qrefa,5.1,3920,7352026,2024-12,mlp_panel,0.7,4655,7352036,2024-12,lstm,5.7,4655,7352046,2024-12,gru,4.6,4655,7352056,2024-12,tcn,112.7,4655,7352066,2024-12,tft_lite,3.3,4655,7352076,2024-12,dsgfn,3.3,4655,7352086,2024-12,qanss,0.2,4655,7352096,2024-12,qrefa,6.5,4655,7352106,2025-03,mlp_panel,0.7,5390,7352116,2025-03,lstm,6.7,5390,7352126,2025-03,gru,5.2,5390,7352136,2025-03,tcn,130.2,5390,7352146,2025-03,tft_lite,3.9,5390,7352156,2025-03,dsgfn,3.7,5390,7352166,2025-03,qanss,0.2,5390,7352176,2025-03,qrefa,8.0,5390,7352186,2025-06,mlp_panel,0.8,6125,7352196,2025-06,lstm,7.4,6125,7352206,2025-06,gru,5.8,6125,7352216,2025-06,tcn,148.2,6125,7352226,2025-06,tft_lite,4.2,6125,7352236,2025-06,dsgfn,4.4,6125,7352246,2025-06,qanss,0.2,6125,7352256,2025-06,qrefa,9.6,6125,7352266,2025-09,mlp_panel,1.0,6860,7352276,2025-09,lstm,8.1,6860,7352286,2025-09,gru,6.7,6860,7352296,2025-09,tcn,165.8,6860,7352306,2025-09,tft_lite,4.9,6860,7352316,2025-09,dsgfn,4.8,6860,7352326,2025-09,qanss,0.2,6860,7352336,2025-09,qrefa,11.4,6860,7352346,2025-12,mlp_panel,1.0,7595,7352356,2025-12,lstm,9.2,7595,7352366,2025-12,gru,7.3,7595,7352376,2025-12,tcn,183.7,7595,7352386,2025-12,tft_lite,5.3,7595,7352396,2025-12,dsgfn,5.3,7595,7352406,2025-12,qanss,0.2,7595,7352416,2025-12,qrefa,13.2,7595,7352426,2026-03,mlp_panel,1.1,8330,2452436,2026-03,lstm,9.9,8330,2452446,2026-03,gru,8.0,8330,2452456,2026-03,tcn,201.2,8330,2452466,2026-03,tft_lite,6.0,8330,2452476,2026-03,dsgfn,5.7,8330,2452486,2026-03,qanss,0.2,8330,2452496,2026-03,qrefa,14.8,8330,24525012,2024-09,mlp_panel,0.3,2450,73525112,2024-09,lstm,3.1,2450,73525212,2024-09,gru,2.5,2450,73525312,2024-09,tcn,59.3,2450,73525412,2024-09,tft_lite,1.8,2450,73525512,2024-09,dsgfn,1.8,2450,73525612,2024-09,qanss,0.1,2450,73525712,2024-09,qrefa,2.8,2450,73525812,2024-12,mlp_panel,0.5,3185,73525912,2024-12,lstm,3.9,3185,73526012,2024-12,gru,3.2,3185,73526112,2024-12,tcn,77.1,3185,73526212,2024-12,tft_lite,2.4,3185,73526312,2024-12,dsgfn,2.3,3185,73526412,2024-12,qanss,0.1,3185,73526512,2024-12,qrefa,3.9,3185,73526612,2025-03,mlp_panel,0.5,3920,73526712,2025-03,lstm,4.7,3920,73526812,2025-03,gru,3.8,3920,73526912,2025-03,tcn,95.1,3920,73527012,2025-03,tft_lite,2.7,3920,73527112,2025-03,dsgfn,2.8,3920,73527212,2025-03,qanss,0.2,3920,73527312,2025-03,qrefa,5.2,3920,73527412,2025-06,mlp_panel,0.7,4655,73527512,2025-06,lstm,5.5,4655,73527612,2025-06,gru,4.6,4655,73527712,2025-06,tcn,93.4,4655,73527812,2025-06,tft_lite,2.8,4655,73527912,2025-06,dsgfn,2.8,4655,73528012,2025-06,qanss,0.1,4655,73528112,2025-06,qrefa,6.0,4655,73528212,2025-09,mlp_panel,0.6,5390,24528312,2025-09,lstm,5.3,5390,24528412,2025-09,gru,4.2,5390,24528512,2025-09,tcn,92.6,5390,24528612,2025-09,tft_lite,3.2,5390,24528712,2025-09,dsgfn,3.3,5390,24528812,2025-09,qanss,0.1,5390,24528912,2025-09,qrefa,7.1,5390,245290