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New proof simplifies polylogarithmic bound for list replicability

By PulseAugur Editorial · [1 sources] ·

A new note provides a simplified proof for a recently announced polylogarithmic bound on list replicability. The bound, established by Zhang [Zha26], concerns the number of binary concepts within a class of M concepts on N domain points. This proof, while following the general approach of the original manuscript, offers more accessible arguments. AI

IMPACT Provides a theoretical advancement in understanding list replicability, potentially impacting machine learning theory.

RANK_REASON The cluster contains an academic paper with a new proof for a theoretical bound. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New proof simplifies polylogarithmic bound for list replicability

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The cluster contains an academic paper with a new proof for a theoretical bound. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Ari Blondal, Hamed Hatami, Pooya Hatami, Chavdar Lalov, Sivan Tretiak ·

    A polylogarithmic bound for list replicability

    arXiv:2610.20657v1 Announce Type: cross Abstract: Zhang [Zha26] recently posted a manuscript announcing that the list-replicability number of every class of $M\ge 2$ binary concepts on $N\ge 2$ domain points is $O(\log^2 M\log N)$, which would be the first polylogarithmic upper b…

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