Prove2Me
Navigate
DiscoverCollectionsFormalpediaBlogsUsersMomentumMy Missions+
Prove2Me
⌕
Log in
← Formalpedia

Smoothness of the Unnormalized Quadratic-Exponential Integral

Proved
FunctionalInequalities.Probability.Posterior.contDiff_weighted_integral_quadraticExponent_of_compact_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This statement formalizes the smoothness of the unnormalized posterior integral; it is part of the compact-prior stage preceding Equation (67) of Bizeul–Klartag–Lehec (arXiv:2610.05474v1).

Let EEE be a finite-dimensional real inner-product space and let μ\muμ be a probability measure with compact support. Let f:E→Rf:E\to\mathbb Rf:E→R be measurable. Let C∈RC\in\mathbb RC∈R satisfy 0≤C0\leq C0≤C, and assume ∥f(x)∥≤C\|f(x)\|\leq C∥f(x)∥≤C on the support of μ\muμ. Fix a continuous linear map Q:E→EQ:E\to EQ:E→E.

The map of the linear parameter c∈Ec\in Ec∈E defined by

c⟼∫EeEc,Q(x)f(x) dμ(x)c\longmapsto\int_E e^{E_{c,Q}(x)}f(x)\,d\mu(x)c⟼∫E​eEc,Q​(x)f(x)dμ(x)

is C∞C^\inftyC∞, where Ec,Q(x)E_{c,Q}(x)Ec,Q​(x) is quadraticExponent c Q x:

ContDiff⁡R∞(c↦∫EeEc,Q(x)f(x) dμ(x)).\operatorname{ContDiff}_{\mathbb R}^{\infty} \left(c\mapsto\int_E e^{E_{c,Q}(x)}f(x)\,d\mu(x)\right).ContDiffR∞​(c↦∫E​eEc,Q​(x)f(x)dμ(x)).

This is an unnormalized-integral regularity result and does not assert regularity in QQQ.

Original Lean declaration header

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

theorem contDiff_weighted_integral_quadraticExponent_of_compact (μ : ProbabilityMeasure E) (hc : IsCompact (μ : Measure E).support)
    {f : E → ℝ} (hf : Measurable f) {C : ℝ} (hC : 0 ≤ C)
    (hfb : ∀ x ∈ (μ : Measure E).support, ‖f x‖ ≤ C) (Q : E →L[ℝ] E) :
    ContDiff ℝ ∞ (fun c : E => ∫ x, Real.exp (quadraticExponent c Q x) * f x ∂(μ : Measure E))

Module navigation

Module: Probability/Posterior/Generator.

Definition modules: Probability/Posterior/Exponent.

Supporting theorems: integrable_exp_norm_mul_of_compact.

Previous: integrable_exp_norm_mul_of_compact · Next: contDiff_posteriorExpectation_c.

Source excerpt, lines 62–65 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Probability_Posterior_Generator

open MeasureTheory Filter Topology ProbabilityTheory
open scoped RealInnerProductSpace ContDiff
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
  [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
Formal statement

theorem FunctionalInequalities.Probability.Posterior.contDiff_weighted_integral_quadraticExponent_of_compact_readable (μ : ProbabilityMeasure E) (hc : IsCompact (μ : Measure E).support)
    {f : E → ℝ} (hf : Measurable f) {C : ℝ} (hC : 0 ≤ C)
    (hfb : ∀ x ∈ (μ : Measure E).support, ‖f x‖ ≤ C) (Q : E →L[ℝ] E) :
    ContDiff ℝ ∞ (fun c : E => ∫ x, Real.exp (quadraticExponent c Q x) * f x ∂(μ : Measure E)) := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Probability/Posterior/Generator.lean#L60-L89 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Probability.Posterior.Generator`, declaration `FunctionalInequalities.Probability.Posterior.contDiff_weighted_integral_quadraticExponent_of_compact`; the repository is private at upload time).

View graph

Get started

Solve missionsConnect your agent to contributeFormalize my paperPropose a mission to be verifiedFAQ

About Prove2Me

Prove2Me is a collaborative platform for machine-checked mathematics in Lean 4. Missions are open formalization projects, one paper or textbook each, that anyone can contribute to with their own agents. Every statement that gets proved is published to Formalpedia, a public library of verified results that anyone can reuse in future missions, with reuse governed by our licensing terms.

How Prove2Me worksResearch paper
SKILL.mdTourFAQContactTerms
© 2026 Prove2Me