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54 Pith papers cite this work. Polarity classification is still indexing.

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Exact Comparison of Explanatory Strength of Two Dependent Predictors

stat.ME · 2026-06-25 · unverdicted · novelty 7.0

The Paired Swap Permutation Test is an exact non-parametric procedure that compares explanatory power of two dependent predictors via symmetric within-subject swapping for categorical data and ECDF mapping for continuous data.

Fast Computation of Free-Support Wasserstein Medians

stat.CO · 2026-06-17 · unverdicted · novelty 7.0

Direct fixed-weight solver for free-support Wasserstein medians relocates atoms using OT barycentric projections and inverse-distance weights, achieving monotone descent on smoothed objectives with fewer subproblems than nested Weiszfeld baselines.

Active Multiple-Prediction-Powered Inference

stat.ML · 2026-05-08 · unverdicted · novelty 7.0

AM-PPI generalizes active statistical inference to multiple predictors with per-instance adaptive routing, yielding 10-40% narrower confidence intervals than single-predictor baselines in healthcare monitoring tasks.

On the QUEST for Uncertainty Quantification via Highest Density Regions

cs.LG · 2026-06-17 · unverdicted · novelty 6.0

QUEST measures uncertainty via the Lebesgue volume of highest-density regions of a distribution's support, evaluated at robustness parameter alpha, and claims to satisfy UQ axioms while outperforming variance and differential entropy on selective prediction tasks.

KAPLAN: Kolmogorov-Arnold Prognostic Learnable Activation Networks for Survival Analysis

stat.ML · 2026-05-21 · unverdicted · novelty 6.0 · 2 refs

KAPLAN-HR applies B-spline KANs to nonparametric hazard estimation in survival analysis, recovering GAMs in the single-layer case, capturing interactions via deeper layers, with convergence rates independent of covariate dimension for KAN-representable targets, and competitive performance on six cli

Non-stationary time series attribution for heatwaves over Europe

physics.ao-ph · 2026-01-09 · conditional · novelty 6.0

European summer heatwave time series are attributed to anthropogenic forcing through a non-stationary Markov extreme-value likelihood; the attributable signal is essentially a mean shift, not a change in temporal dependence or tail shape.

Pulse Shape Discrimination Algorithms: Survey and Benchmark

cs.LG · 2025-08-03 · conditional · novelty 6.0

A survey and benchmark of ~60 PSD algorithms on two radiation datasets finds deep learning models (MLPs and hybrids) often outperform traditional statistical methods, with an open-source Python/MATLAB toolbox and datasets released.

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