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A revision of Litvak's conjecture on Gaussian minima and a volumetric zone conjecture

Published 3 May 2026 in math.PR and math.MG | (2605.02023v1)

Abstract: Litvak (2018) conjectured that, for any $p &gt; 0$, the quantity E[mini=1<sup>n</sup>gi<sup>p]\mathbb{E}[\min_{i = 1}<sup>n</sup> |g_i|<sup>p] where gN(0,Σ)g \sim \mathcal{N}(0, Σ) is a centered Gaussian random vector is minimized among n×nn \times n correlation matrices ΣΣ by the Gram matrix of the regular simplex in R<sup>n</sup>1\mathbb{R}<sup>{n</sup> - 1}. We disprove this conjecture: the matrix with entries Σ<sup>cosij=cos(π(i</sup>j)/n)Σ<sup>{\mathrm{cos}}_{ij}=\cos(π(i</sup> - j) / n) already achieves a smaller moment for p=2p = 2 and n=4n = 4. We propose that Σ<sup>cosΣ<sup>{\mathrm{cos}} is in fact the correct minimizer of these moments for all $p &gt; 0$ and n1n \geq 1. Towards proving this, we conjecture a volumetric extension of Fejes Tóth's zone conjecture (1973), whose covering version was proved by Jiang and Polyanskii (2017). Conditional on this conjecture, we show the stronger result that mini=1<sup>n</sup>gi\min_{i = 1}<sup>n</sup> |g_i| for gN(0,Σ<sup>cos)g \sim \mathcal{N}(0, Σ<sup>{\mathrm{cos}}) is stochastically dominated by mini=1<sup>n</sup>hi\min_{i = 1}<sup>n</sup> |h_i| for hN(0,Σ)h \sim \mathcal{N}(0, Σ) for any n×nn \times n correlation matrix ΣΣ. Our counterexample Σ<sup>cosΣ<sup>{\mathrm{cos}} was found by the AlphaEvolve AI-assisted optimization system, and we also include a brief discussion of its application to such problems.

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