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Existence of an Epsilon-Normalized Convex Competitor

Proved
FunctionalInequalities.KLS.CEK.exists_normalized_competitor_readable

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

corderoklartag2015functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This formalizes the reduction step in the proof of Proposition 12 of Cordero–Erausquin–Klartag (arXiv:1304.0630v1).

Let dxdxdx be an additive Haar measure and let μ\muμ be a probability measure on a finite-dimensional real inner-product space. Assume:

  1. μ\muμ is not concentrated on any proper linear subspace;
  2. the identity map is μ\muμ-integrable;
  3. μ\muμ is centered, ∫x dμ(x)=0\int x\,d\mu(x)=0∫xdμ(x)=0;
  4. fff is potential-integrable;
  5. ε>0\varepsilon>0ε>0.

Then there exists ψ:E→R‾\psi:E\to\overline{\mathbb R}ψ:E→R such that ψ\psiψ is a convex potential, is potential-integrable, and

ψ(x)≥0,ψ(0)=0,\psi(x)\geq0,\qquad \psi(0)=0,ψ(x)≥0,ψ(0)=0,

and its variational value satisfies

Vdx,μ(f)≤Vdx,μ(ψ)+ε.\mathcal V_{dx,\mu}(f) \leq \mathcal V_{dx,\mu}(\psi)+\varepsilon.Vdx,μ​(f)≤Vdx,μ​(ψ)+ε.

This provides an epsilon-close normalized convex competitor for variational arguments.

Original Lean declaration header

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

theorem exists_normalized_competitor (dx μ : Measure E) [dx.IsAddHaarMeasure] [IsProbabilityMeasure μ]
    (hsub : ∀ V : Submodule ℝ E, μ (V : Set E)ᶜ = 0 → V = ⊤)
    (hfirst : Integrable (fun x : E => x) μ) (hbar : ∫ x, x ∂μ = 0)
    (f : E → EReal) (hf : PotentialIntegrable f μ) (ε : ℝ) (hε : 0 < ε) :
    ∃ ψ : E → EReal, ConvexPotential ψ ∧ PotentialIntegrable ψ μ ∧
      (∀ x, 0 ≤ ψ x) ∧ ψ 0 = 0 ∧
      variationalFunctional dx μ f ≤ variationalFunctional dx μ ψ + (ε : EReal)

Module navigation

Module: KLS/CEK/Competitors.

Definition modules: Probability/MomentMeasure/Basic, Analysis/Convex/Legendre.

Selected supporting theorems: exists_nonnegative_origin_zero_affine, legendre_affineSubtract, affineSubtract_potentialIntegrable, exists_convexified_lowerTruncate_variational_le_add, integral_affineSubtract.

Next: exists_uniform_functional_upper.

Source excerpt, lines 32–38 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_CEK_Competitors

open FunctionalInequalities.Analysis
open FunctionalInequalities.Probability.MomentMeasure
open MeasureTheory Filter Set
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
  [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
Formal statement

theorem FunctionalInequalities.KLS.CEK.exists_normalized_competitor_readable (dx μ : Measure E) [dx.IsAddHaarMeasure] [IsProbabilityMeasure μ]
    (hsub : ∀ V : Submodule ℝ E, μ (V : Set E)ᶜ = 0 → V = ⊤)
    (hfirst : Integrable (fun x : E => x) μ) (hbar : ∫ x, x ∂μ = 0)
    (f : E → EReal) (hf : PotentialIntegrable f μ) (ε : ℝ) (hε : 0 < ε) :
    ∃ ψ : E → EReal, ConvexPotential ψ ∧ PotentialIntegrable ψ μ ∧
      (∀ x, 0 ≤ ψ x) ∧ ψ 0 = 0 ∧
      variationalFunctional dx μ f ≤ variationalFunctional dx μ ψ + (ε : EReal) := by sorry
Source
Source: Cordero-Erausquin–Klartag, Moment measures (arXiv:1304.0630v1), Proposition 12. Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/CEK/Competitors.lean#L29-L54 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.CEK.Competitors`, declaration `FunctionalInequalities.KLS.CEK.exists_normalized_competitor`; the repository is private at upload time).

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