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Closed Dimension-Free KLS Bound

Proved
FunctionalInequalities.KLS.BKL.Localization.conjecture_readable

by Lazyfill · Oct 26, 2026 · Mathlib 0df444a (Lean v4.33.1)

bkl2026functional-inequalitieskls-conjecturekls-milestonekls-modularkls-readablelog-concave

The declaration proves the project-level proposition KLS.Conjecture: there is a universal finite constant controlling the literature Poincaré constant of every log-concave probability measure with finite second moment on every finite-dimensional Euclidean space, in the covariance-normalized form

CPlit(μ)≤C ∥Cov⁡(μ)∥op.C_P^{\mathrm{lit}}(\mu)\le C\,\|\operatorname{Cov}(\mu)\|_{\mathrm{op}}.CPlit​(μ)≤C∥Cov(μ)∥op​.

This is the closed endpoint of the Bizeul–Klartag–Lehec formalization and is reused by the public KLS target theorem.

Formalization Note: The exact proposition is represented by the opaque definition KLS.Conjecture; the displayed expansion follows the module's documented meaning of that definition.

Original Lean source

Within namespace FunctionalInequalities.KLS.BKL.Localization. Shown in its original module context.

theorem conjecture : KLS.Conjecture :=
  conjecture_of_letwinCompact LogConcave.Suspension.letwinCompactBound

Module navigation

Module: KLS/BKL/Poincare.

Definition modules: KLS/Statement.

Selected supporting theorems: cumulantBoundCompact_of_cutoffEnergyClaim, cutoffEnergyClaim_all, cutoffEnergyClaim_succ, generator_cumulantEnergy_ge, cumulantBound_of_compact.

Previous: exists_isotropicBound.

Source excerpt, lines 40–41 · Frozen source 408915f.

Literature

This formalizes Theorem 1.1 of Bizeul–Klartag–Lehec (arXiv:2610.05474v1), p. 2.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_BKL_Poincare

Formal statement

theorem FunctionalInequalities.KLS.BKL.Localization.conjecture_readable : KLS.Conjecture := by sorry
Source
Source: Bizeul–Klartag–Lehec, Presenting a proof of the Kannan–Lovász–Simonovits conjecture (arXiv:2610.05474v1), Theorem 1.1, p. 2. Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/BKL/Poincare.lean#L38-L41 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.BKL.Poincare`, declaration `FunctionalInequalities.KLS.BKL.Localization.conjecture`; the repository is private at upload time).

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