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Fixed-Dimension Cumulant Norm Bound

Proved
FunctionalInequalities.KLS.BKL.exists_norm_cumulant_le_isotropic_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This statement gives an a-priori cumulant bound in each fixed dimension.

For every n,m∈Nn,m\in\mathbb{N}n,m∈N, there exists a constant C≥0C\ge0C≥0 such that every probability law ν\nuν on EuclideanSpace⁡(R,Fin⁡n)\operatorname{EuclideanSpace}(\mathbb{R},\operatorname{Fin}n)EuclideanSpace(R,Finn) that is log-concave, isotropic, and compactly supported satisfies

∥κm(ν)∥≤C.\left\|\kappa_m(\nu)\right\|\le C.∥κm​(ν)∥≤C.

The constant may depend on both nnn and mmm; the statement does not assert a universal or dimension-free bound. It provides fixed-dimensional control for later energy estimates.

Original Lean declaration header

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

theorem exists_norm_cumulant_le_isotropic (m : ℕ) :
    ∃ C : ℝ, 0 ≤ C ∧ ∀ ν : ProbabilityMeasure (EuclideanSpace ℝ (Fin n)),
      KLS.LogConcave ν → KLS.Isotropic ν → IsCompact (ν : Measure (EuclideanSpace ℝ (Fin n))).support →
        ‖cumulant (ν : Measure (EuclideanSpace ℝ (Fin n))) m‖ ≤ C

Module navigation

Module: KLS/BKL/CumulantEnergy/Bound.

Definition modules: Probability/LogConcave, KLS/Isotropic, Analysis/BakryEmery/Cumulant/Basic.

Supporting theorems: norm_cumulant_le_of_moment_bounds, Isotropic.integral_norm_sq.

Next: exists_sum_sq_cumulant_le_isotropic.

Source excerpt, lines 20–23 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_BKL_CumulantEnergy_Bound

open MeasureTheory
open FunctionalInequalities.Analysis.BakryEmery
variable {n : ℕ}
Formal statement

theorem FunctionalInequalities.KLS.BKL.exists_norm_cumulant_le_isotropic_readable (m : ℕ) :
    ∃ C : ℝ, 0 ≤ C ∧ ∀ ν : ProbabilityMeasure (EuclideanSpace ℝ (Fin n)),
      KLS.LogConcave ν → KLS.Isotropic ν → IsCompact (ν : Measure (EuclideanSpace ℝ (Fin n))).support →
        ‖cumulant (ν : Measure (EuclideanSpace ℝ (Fin n))) m‖ ≤ C := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/BKL/CumulantEnergy/Bound.lean#L19-L49 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.BKL.CumulantEnergy.Bound`, declaration `FunctionalInequalities.KLS.BKL.exists_norm_cumulant_le_isotropic`; the repository is private at upload time).

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