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An Explicit Family of Log-Concave Counterexamples to the Gaussian Completely Monotone Conjecture

Jiayang Zou, Luyao Fan, Jiayang Gao, Jia Wang

cs.ITarXiv:2608.30275

Abstract

We construct smooth, strictly log-concave counterexamples to the Gaussian completely monotone conjecture in every dimension. In one dimension, they form an explicit family fm whose signed mth entropy derivative at time zero is negative for every sufficiently large m; the inequality persists for all sufficiently small positive times. Tensorization with a broad Gaussian factor gives the higher-dimensional examples. The argument is analytic and self-contained. It reduces the sign to a two-frequency entropy calculation on the circle and transfers the resulting asymptotic to the real line through an exact heat-flow formula for Gaussian-windowed Fourier modes. The proof was developed by GPT-5.6 Sol Pro under the authors' guidance.

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