math.ST · 2026-08-03 · No. 73

Statistics Theory, 2026-08-03.

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

    Differentially Private Nonparametric Modal Learning with Applications to Regression and Clustering

    Arkajyoti Bhattacharjee, Arnab Auddy

    math.ST · cs.LG · stat.ME · stat.ML

    Density modes provide a localized and interpretable summary of multimodal distributions, but their estimation under rigorous differential privacy constraints remains largely unexplored. We study differentially private recovery of density modes for multivariate distributions under local smoothness, curvature, and separation conditions. We propose DP-GRAMS, a mean-shift inspired method that performs noisy ascent on a differentially private...

    arxiv.org/abs/2607.29675 · PDF

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