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A polylogarithmic bound for list replicability

Published 14 Oct 2026 in stat.ML, cs.LG, and math.CO | (2610.20657v1)

Abstract: Zhang [Zha26] recently posted a manuscript announcing that the list-replicability number of every class of M≥2M\ge 2 binary concepts on N≥2N\ge 2 domain points is O(log⁡<sup>2</sup>Mlog⁡N)O(\log<sup>2</sup> M\log N), which would be the first polylogarithmic upper bound on this quantity. In this note, we present a short, self-contained proof of this bound, following the high-level approach of the manuscript but with considerably simpler arguments.

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