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Poincaré Bound From Curvature And Ergodicity

Proved
FunctionalInequalities.KLS.LogConcave.literatureConstant_le_inv_of_tendsto_readable

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

bgl2014functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This formalizes the ergodic-interface form of Proposition 4.8.1 of Bakry–Gentil–Ledoux (2014), p. 212.

Let VVV, ν\nuν, mmm, and UUU satisfy the heat-model assumptions, with ν=m.tilted⁡(−U)\nu=m.\operatorname{tilted}(-U)ν=m.tilted(−U) and U∈C2U\in C^2U∈C2. Let ρ>0\rho>0ρ>0 satisfy

ρ∥v∥2≤D2U(x)[v,v](x,v∈V).\rho\|v\|^2\le D^2U(x)[v,v]\qquad(x,v\in V).ρ∥v∥2≤D2U(x)[v,v](x,v∈V).

Assume that for every u∈D(∇‾)u\in D(\overline{\nabla})u∈D(∇), the centered heat evolution converges in norm:

∥center⁡ν(Ptu)∥⟶0(t→∞).\|\operatorname{center}_\nu(P_tu)\|\longrightarrow0\qquad(t\to\infty).∥centerν​(Pt​u)∥⟶0(t→∞).

Then

CP(ν)≤ofReal⁡(ρ−1).C_P(\nu)\le\operatorname{ofReal}(\rho^{-1}).CP​(ν)≤ofReal(ρ−1).

This declaration isolates the passage from a finite-time curvature estimate and an explicit ergodicity hypothesis to the Poincaré constant bound.

Formalization Note. The conclusion is in ENNReal; ENNReal.ofReal is applied to the real number ρ−1\rho^{-1}ρ−1.

Original Lean declaration header

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

theorem literatureConstant_le_inv_of_tendsto {ρ : ℝ} (hρ : 0 < ρ)
    (hH : ∀ x v, ρ * ‖v‖ ^ 2 ≤ bilinearIteratedFDerivTwo ℝ U x v v)
    (herg : ∀ u : (hν.closedWeightedOperator m (ContinuousLinearMap.id ℝ V) hi).domain,
      Tendsto (fun t : ℝ => ‖L2.center ν (Generated.apply
        (hν.closedWeightedOperator m (ContinuousLinearMap.id ℝ V) hi)
        (hν.closedWeightedOperator_isClosed m (ContinuousLinearMap.id ℝ V) hi)
        (hν.dense_domain_closedWeightedOperator m (ContinuousLinearMap.id ℝ V) hi) t u)‖)
        atTop (𝓝 0)) :
    Poincare.LocalSlope.Intrinsic.constant ν ≤ ENNReal.ofReal ρ⁻¹

Module navigation

Module: KLS/LogConcave/HeatSemigroup/Curvature.

Definition modules: KLS/LogConcave/WeightedGradient/Closure, Probability/LogConcave, Poincare/LocalSlope/Basic, Analysis/Semigroup/Generated/Basic, L2/MeanVariance.

Supporting theorems: literatureConstant_le_of_gap, norm_center_sq_sub_le.

Previous: literatureConstant_le_of_gap · Next: closedWeightedOperator_eq_zero_iff.

Source excerpt, lines 400–408 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_LogConcave_HeatSemigroup_Curvature

open MeasureTheory Filter Topology InnerProductSpace
open FunctionalInequalities.Analysis.Semigroup FunctionalInequalities.Analysis.BakryEmery
variable {V : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V] [CompleteSpace V]
  [MeasurableSpace V] [BorelSpace V] [SecondCountableTopology V] [FiniteDimensional ℝ V]
  {ν : MeasureTheory.ProbabilityMeasure V} (m : MeasureTheory.Measure V) [m.IsAddHaarMeasure] (hν : FunctionalInequalities.KLS.LogConcave ν)
  (hi : (interior (ν : MeasureTheory.Measure V).support).Nonempty) {U : V → ℝ}
  (hνU : (ν : MeasureTheory.Measure V) = m.tilted (-U)) (hU : ContDiff ℝ 2 U)
include hνU hU
Formal statement

theorem FunctionalInequalities.KLS.LogConcave.literatureConstant_le_inv_of_tendsto_readable {ρ : ℝ} (hρ : 0 < ρ)
    (hH : ∀ x v, ρ * ‖v‖ ^ 2 ≤ bilinearIteratedFDerivTwo ℝ U x v v)
    (herg : ∀ u : (hν.closedWeightedOperator m (ContinuousLinearMap.id ℝ V) hi).domain,
      Tendsto (fun t : ℝ => ‖L2.center ν (Generated.apply
        (hν.closedWeightedOperator m (ContinuousLinearMap.id ℝ V) hi)
        (hν.closedWeightedOperator_isClosed m (ContinuousLinearMap.id ℝ V) hi)
        (hν.dense_domain_closedWeightedOperator m (ContinuousLinearMap.id ℝ V) hi) t u)‖)
        atTop (𝓝 0)) :
    Poincare.LocalSlope.Intrinsic.constant ν ≤ ENNReal.ofReal ρ⁻¹ := by sorry
Source
Source: Bakry–Gentil–Ledoux, Analysis and Geometry of Markov Diffusion Operators (Springer 2014, Grundlehren der mathematischen Wissenschaften 348 (DOI 10.1007/978-3-319-00227-9), Chapter 4), Proposition 4.8.1 (Poincaré inequality under CD(ρ, ∞)), p. 212. Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/LogConcave/HeatSemigroup/Curvature.lean#L396-L494 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.LogConcave.HeatSemigroup.Curvature`, declaration `FunctionalInequalities.KLS.LogConcave.literatureConstant_le_inv_of_tendsto`; the repository is private at upload time).

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