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Universal Isotropic Poincaré Bound

Proved
FunctionalInequalities.KLS.BKL.Localization.exists_isotropicBound_readable

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

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

There exists a nonnegative real constant CCC represented as an NNReal, with 0<C0<C0<C, such that KLS.IsotropicBound C holds. In the formalization, this means that the same constant bounds the intrinsic local-slope Poincaré constant for every finite-dimensional real inner-product space satisfying the required measurable, Borel, complete, and second-countable hypotheses, and every isotropic log-concave probability measure on that space.

The resulting universal isotropic bound is the closed finite-dimensional Poincaré estimate used in the final KLS assembly.

Formalization Note: The witness has type NNReal, while the Poincaré constants being bounded take values in [0,∞][0,\infty][0,∞] (ENNReal). The construction specializes the cumulant parameter to 153153153.

Original Lean declaration header

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

theorem exists_isotropicBound : ∃ C : NNReal, 0 < C ∧ KLS.IsotropicBound.{u} C

Module navigation

Module: KLS/BKL/Poincare.

Definition modules: KLS/LogConcave/Isotropic.

Supporting theorems: cumulantBound_153, localSlope_le_of_cumulantBound_all.

Next: conjecture.

Source excerpt, lines 24–24 · 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

universe u
Formal statement

theorem FunctionalInequalities.KLS.BKL.Localization.exists_isotropicBound_readable : ∃ C : NNReal, 0 < C ∧ KLS.IsotropicBound.{u} C := 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#L21-L36 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.BKL.Poincare`, declaration `FunctionalInequalities.KLS.BKL.Localization.exists_isotropicBound`; the repository is private at upload time).

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