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A polylogarithmic bound for list replicability

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 bound on this quantity.

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2026
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arxiv.org/abs/2610.20657CC-BY-NC-SA-4.0
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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 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.