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arXiv:2611.05430 · v1

On the most informative Boolean function under noise

首次提交 2026-11-03 15:14
版本更新 2026-11-03 15:14
雷达观测 2026-11-05 10:09
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摘要

Let $X$ be a uniform random bit string and $Y$ be obtained by flipping each bit of $X$ independently with probability $p$. Let $C$ be a random bit obtained as a function of $Y$. We show that $\mathbf{I}(C:X)\le \mathbf{I}(Y_1:X)$ for all $p\in[0,1]$, which resolves a conjecture posed by Courtade and Kumar in 2013.

作者备注:17 pages, 2 figures

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v1 · 2026-11-03 15:14 · 最新观测版本

On the most informative Boolean function under noise

Let $X$ be a uniform random bit string and $Y$ be obtained by flipping each bit of $X$ independently with probability $p$. Let $C$ be a random bit obtained as a function of $Y$. We show that $\mathbf{I}(C:X)\le \mathbf{I}(Y_1:X)$ for all $p\in[0,1]$, which resolves a conjecture posed by Courtade and Kumar in 2013.

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