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Successor Taylor Tensor from an Inner-Product Identity

Proved
FunctionalInequalities.Analysis.BakryEmery.taylorTensor_succ_of_eq_inner_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This statement formalizes the tensor identity corresponding to Lemma 3.6 of Bizeul–Klartag–Lehec (arXiv:2610.05474v1).

Let EEE be a real inner-product space that is complete and measurable, let μ\muμ be a measure on EEE, and let g:E→Rg:E\to\mathbb Rg:E→R and G:E→EG:E\to EG:E→E. Assume:

  1. The tilt average FG=tiltAverage⁡(μ,G)F_G=\operatorname{tiltAverage}(\mu,G)FG​=tiltAverage(μ,G) is infinitely continuously differentiable.
  2. The tilt average of ggg satisfies, for every w∈Ew\in Ew∈E,
Fg(w)=⟨w,FG(w)⟩.F_g(w)=\langle w,F_G(w)\rangle.Fg​(w)=⟨w,FG​(w)⟩.
  1. d∈Nd\in\mathbb Nd∈N.

Then

Td+1g=symmetrizeML⁡(appendInner⁡(TdG)).T_{d+1}g=\operatorname{symmetrizeML}\bigl(\operatorname{appendInner}(T_dG)\bigr).Td+1​g=symmetrizeML(appendInner(Td​G)).

The result isolates the tensor consequence of the tilt identity and can be reused independently of compact-support assumptions used elsewhere.

Formalization Note The statement has no finite-dimensionality or Borel-space hypothesis. The definitions tiltAverage, taylorTensor, appendInner, and symmetrizeML are used exactly as Lean defines them.

Original Lean declaration header

Within namespace FunctionalInequalities.Analysis.BakryEmery. Shown in its original module context. Proof omitted.

theorem taylorTensor_succ_of_eq_inner (μ : Measure E) {g : E → ℝ} {G : E → E}
    (hG : ContDiff ℝ ∞ (tiltAverage μ G))
    (hEq : tiltAverage μ g = fun w => ⟪w, tiltAverage μ G w⟫) (d : ℕ) :
    taylorTensor μ g (d + 1) = symmetrizeML (appendInner (taylorTensor μ G d))

Module navigation

Module: Analysis/BakryEmery/Tilt/SquareIntegrable.

Definition modules: Analysis/Tensor/Multilinear, Analysis/BakryEmery/Tilt/Basic.

Supporting theorems: iteratedFDeriv_comp_perm_of_contDiff, iteratedFDeriv_inner_self_apply, sum_perm_inner_init_last.

Previous: integrable_expTilt_of_memLp.

Source excerpt, lines 695–698 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Analysis_BakryEmery_Tilt_SquareIntegrable

open MeasureTheory Filter Topology FunctionalInequalities.Analysis.Tensor
open scoped RealInnerProductSpace ContDiff ENNReal
universe u
variable {E : Type u} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [CompleteSpace E]
  [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
omit [FiniteDimensional ℝ E] [BorelSpace E]
Formal statement

theorem FunctionalInequalities.Analysis.BakryEmery.taylorTensor_succ_of_eq_inner_readable (μ : Measure E) {g : E → ℝ} {G : E → E}
    (hG : ContDiff ℝ ∞ (tiltAverage μ G))
    (hEq : tiltAverage μ g = fun w => ⟪w, tiltAverage μ G w⟫) (d : ℕ) :
    taylorTensor μ g (d + 1) = symmetrizeML (appendInner (taylorTensor μ G d)) := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Analysis/BakryEmery/Tilt/SquareIntegrable.lean#L691-L733 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Analysis.BakryEmery.Tilt.SquareIntegrable`, declaration `FunctionalInequalities.Analysis.BakryEmery.taylorTensor_succ_of_eq_inner`; the repository is private at upload time).

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