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A. Storozhenko

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#machine learning Preprint Sep 2026

On the SoS Certifiability of Log-Concave Distributions

For an arbitrary isotropic log-concave distribution $P$ on $\mathbb{R}^d$, we prove that the polynomial $(Cm)^m\|v\|_2^m - \mathbb{E}_{X\sim P}\langle X,v\rangle^m$ is a sum of squares for every even $m\ge2$, where $C>0$ is a universal constant. This removes the dependence on the Poincar\'e constant in the theorem of K...

A. Storozhenko · 0 citations

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