English

Thin-shell bounds via parallel coupling

Probability 2026-02-24 v2 Functional Analysis Metric Geometry

Abstract

We prove that for any log-concave random vector XX in Rn\mathbb{R}^n with mean zero and identity covariance, E(Xn)2C \mathbb{E} (|X| - \sqrt{n})^2 \leq C where C>0C > 0 is a universal constant. Thus, most of the mass of the random vector XX is concentrated in a thin spherical shell, whose width is only C/nC / \sqrt{n} times its radius. This confirms the thin-shell conjecture in high dimensional convex geometry. Our method relies on the construction of a certain coupling between log-affine perturbations of the law of XX related to Eldan's stochastic localization and to the theory of non-linear filtering. Another ingredient is a recent breakthrough technique by Guan that was previously used in our proof of Bourgain's slicing conjecture, which is known to be implied by the thin-shell conjecture.

Keywords

Cite

@article{arxiv.2507.15495,
  title  = {Thin-shell bounds via parallel coupling},
  author = {Boaz Klartag and Joseph Lehec},
  journal= {arXiv preprint arXiv:2507.15495},
  year   = {2026}
}

Comments

36 pages v2: a few typos fixed and some minor modifications in the introduction