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Smoothness of the Localization Lyapunov Function

Proved
FunctionalInequalities.KLS.BKL.Localization.contDiff_lyapunov_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This auxiliary regularity theorem states that the localization Lyapunov function is infinitely differentiable.

Let μ\muμ be a probability measure on EuclideanSpace⁡(R,Fin⁡(n))\operatorname{EuclideanSpace}(\mathbb R,\operatorname{Fin}(n))EuclideanSpace(R,Fin(n)) with compact support, and assume that μ\muμ is isotropic. Then the function

q⟼lyapunov⁡(μ,hc,q)q\longmapsto \operatorname{lyapunov}(\mu,h_c,q)q⟼lyapunov(μ,hc​,q)

on the localization parameter space is C∞C^\inftyC∞.

The result supplies the smoothness required for generator calculations involving the Lyapunov function.

Formalization Note. Lean expresses infinite differentiability as ContDiff ℝ ∞; the function is the definition lyapunov μ hc.

Original Lean declaration header

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

theorem contDiff_lyapunov (hiso : KLS.Isotropic μ) : ContDiff ℝ ∞ (lyapunov μ hc)

Module navigation

Module: KLS/BKL/Localization/Lyapunov/Basic.

Definition modules: KLS/BKL/Localization/Coefficients, KLS/Isotropic.

Supporting theorems: Covariance.inner_operator_self_pos_of_affineSupport_eq_top, contDiff_posteriorCovariance_joint.

Next: generator_norm_sq_fst.

Source excerpt, lines 193–193 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_BKL_Localization_Lyapunov_Basic

open scoped RealInnerProductSpace ContDiff
variable {n : ℕ} (μ : MeasureTheory.ProbabilityMeasure (EuclideanSpace ℝ (Fin n)))
  (hc : IsCompact (μ : MeasureTheory.Measure (EuclideanSpace ℝ (Fin n))).support)
Formal statement
theorem FunctionalInequalities.KLS.BKL.Localization.contDiff_lyapunov_readable (hiso : KLS.Isotropic μ) : ContDiff ℝ ∞ (lyapunov μ hc) := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/BKL/Localization/Lyapunov/Basic.lean#L193-L218 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.BKL.Localization.Lyapunov.Basic`, declaration `FunctionalInequalities.KLS.BKL.Localization.contDiff_lyapunov`; the repository is private at upload time).

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