"""pamle — reference implementations for UQO WP28: distributed maximum likelihood with local split-sample bias correction and global Newton corrections. Modules ------- jackknife Vandermonde extrapolation weights, amplification constants, conditioning. partitioning Block and nested sub-block index construction (equal and unequal sizes). likelihoods Model classes (Exponential, Logistic, Poisson) with batched Newton fitting. algorithms Pilot estimators, exact/inexact Newton corrections, CSL, AEE, analytic bias correction. communication Byte and round accounting for the protocols. diagnostics Monte Carlo summaries, confidence intervals, coverage. protocol Coordinator/worker implementation over TCP for real multi-process / multi-node benchmarks. """ __version__ = "0.1.0"