stat.ME · 2026-09-25 · No. 124

Methodology, 2026-09-25.

1 new papers in stat.ME. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Sufficiently Reduced Distributional Regression

    Alexander Henzi, Tiange Liu, Xinwei Shen

    stat.ME · cs.LG · stat.ML

    We propose Sufficiently Reduced Distributional Regression (SRDR), a generative method that combines conditional distribution estimation with nonlinear sufficient dimension reduction (SDR). It builds on a characterization of sufficiency through strictly proper scoring rules: a dimension reduction is sufficient if and only if predicting the response from the reduced covariates incurs no loss in expected score relative to the full covariates....

    arxiv.org/abs/2609.29291 · PDF

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