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Upper Semicontinuity Of Legendre Conjugate Mass

Proved
FunctionalInequalities.Probability.MomentMeasure.limsup_mass_legendre_le_readable

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

corderoklartag2015functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

Let EEE be finite-dimensional with an additive Haar measure dxdxdx. Let ϕj,ψ:E→R‾\phi_j,\psi:E\to\overline{\mathbb R}ϕj​,ψ:E→R and let K⊆EK\subseteq EK⊆E be open and convex with 0∈K0\in K0∈K. Assume:

  1. ψ\psiψ is finite-valued in the extended-real sense on KKK.
  2. ϕj(x)→ψ(x)\phi_j(x)\to\psi(x)ϕj​(x)→ψ(x) for every x∈Kx\in Kx∈K.
  3. ψ(tx)→ψ(x)\psi(tx)\to\psi(x)ψ(tx)→ψ(x) as t→1t\to1t→1 from below for every xxx.
  4. ψ(x)=+∞\psi(x)=+\inftyψ(x)=+∞ whenever x∉K‾x\notin\overline Kx∈/K.

Then

mass⁡(dx,ψ∗)≠+∞\operatorname{mass}(dx,\psi^*)\ne+\inftymass(dx,ψ∗)=+∞

and

lim sup⁡j→∞mass⁡(dx,ϕj∗)≤mass⁡(dx,ψ∗).\limsup_{j\to\infty}\operatorname{mass}(dx,\phi_j^*)\le\operatorname{mass}(dx,\psi^*).j→∞limsup​mass(dx,ϕj∗​)≤mass(dx,ψ∗).

No finiteness of the individual source masses is assumed, and the conclusion permits zero mass.

Original Lean declaration header

Within namespace FunctionalInequalities.Probability.MomentMeasure. Shown in its original module context. Proof omitted.

theorem limsup_mass_legendre_le
    (dx : Measure E) [dx.IsAddHaarMeasure]
    (φ : ℕ → E → EReal) (ψ : E → EReal) {K : Set E}
    (hK : IsOpen K) (hKconv : Convex ℝ K) (h0 : (0 : E) ∈ K)
    (hfin : ∀ x ∈ K, ψ x ≠ ⊤ ∧ ψ x ≠ ⊥)
    (hlim : ∀ x ∈ K, Tendsto (fun j => φ j x) atTop (𝓝 (ψ x)))
    (hrad : ∀ x, Tendsto (fun t : ℝ => ψ (t • x)) (𝓝[<] 1) (𝓝 (ψ x)))
    (hoff : ∀ x ∉ closure K, ψ x = ⊤) :
    mass dx (legendre ψ) ≠ ⊤ ∧
      limsup (fun j => mass dx (legendre (φ j))) atTop ≤ mass dx (legendre ψ)

Module navigation

Module: Probability/MomentMeasure/ConjugateMass.

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

Supporting theorems: legendre_eq_interior_sup, exists_integrable_exponential_domination, limsup_density_legendre_le.

Previous: exists_integrable_exponential_domination · Next: log_sub_ge_of_integral_limits.

Source excerpt, lines 156–165 · Frozen source 408915f.

Literature

This formalizes Lemma 17 of Cordero–Erausquin–Klartag, Moment measures (arXiv:1304.0630v1), cited as “Compactness of normalised potentials,” in a partial form.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Probability_MomentMeasure_ConjugateMass

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

theorem FunctionalInequalities.Probability.MomentMeasure.limsup_mass_legendre_le_readable
    (dx : Measure E) [dx.IsAddHaarMeasure]
    (φ : ℕ → E → EReal) (ψ : E → EReal) {K : Set E}
    (hK : IsOpen K) (hKconv : Convex ℝ K) (h0 : (0 : E) ∈ K)
    (hfin : ∀ x ∈ K, ψ x ≠ ⊤ ∧ ψ x ≠ ⊥)
    (hlim : ∀ x ∈ K, Tendsto (fun j => φ j x) atTop (𝓝 (ψ x)))
    (hrad : ∀ x, Tendsto (fun t : ℝ => ψ (t • x)) (𝓝[<] 1) (𝓝 (ψ x)))
    (hoff : ∀ x ∉ closure K, ψ x = ⊤) :
    mass dx (legendre ψ) ≠ ⊤ ∧
      limsup (fun j => mass dx (legendre (φ j))) atTop ≤ mass dx (legendre ψ) := by sorry
Source
Source: Cordero-Erausquin–Klartag, Moment measures (arXiv:1304.0630v1), Lemma 17. Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Probability/MomentMeasure/ConjugateMass.lean#L153-L185 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Probability.MomentMeasure.ConjugateMass`, declaration `FunctionalInequalities.Probability.MomentMeasure.limsup_mass_legendre_le`; the repository is private at upload time).

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