math.ST · 2026-09-10 · No. 111

Statistics Theory, 2026-09-10.

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

01 — The papers

1 entries
  1. 01

    Algorithmic stability via ensembling

    Rina Foygel Barber, Richard J. Samworth

    math.ST · cs.LG

    Algorithmic stability refers to the property of an algorithm being insensitive to perturbations of the input data, where the type of perturbation may vary depending on the setting. In this work, we develop a general framework to quantify the extent to which any ensembling strategy defined via averaging can yield stability guarantees for any type of data perturbation. Our main theoretical result is a guarantee on the stability of this...

    arxiv.org/abs/2609.10428 · PDF

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