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Row Contraction Bound for Pair Terms

Proved
FunctionalInequalities.KLS.BKL.sum_sq_pairTerm_ofFn_le_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This formalizes the row-contraction estimate corresponding to BKL (101)–(102).

Let ν\nuν be a compactly supported probability measure on Rn\mathbb{R}^nRn whose covariance operator AAA is invertible and strictly positive in every nonzero direction. Let c,c2∈Nc,c_2\in\mathbb{N}c,c2​∈N, let β∈R\beta\in\mathbb{R}β∈R, and assume that for every v∈Rnv\in\mathbb{R}^nv∈Rn,

Ec2(v)≤β⟨Av,v⟩,E_{c_2}(v)\le \beta\langle Av,v\rangle,Ec2​​(v)≤β⟨Av,v⟩,

where EjE_jEj​ is the formalized cumulantEnergy. Then, for every u∈Rnu\in\mathbb{R}^nu∈Rn,

∑J1:Fin⁡(c)→Fin⁡(n)∑J2:Fin⁡(c2)→Fin⁡(n)pairTerm⁡(ν,u;J1,J2)≤βEc+1(u).\sum_{J_1:\operatorname{Fin}(c)\to\operatorname{Fin}(n)} \sum_{J_2:\operatorname{Fin}(c_2)\to\operatorname{Fin}(n)} \operatorname{pairTerm}(\nu,u;J_1,J_2) \le \beta E_{c+1}(u).J1​:Fin(c)→Fin(n)∑​J2​:Fin(c2​)→Fin(n)∑​pairTerm(ν,u;J1​,J2​)≤βEc+1​(u).

The lists in the pair term use the covariance-normalized basis sigmaBasis. This is the one-mask contraction estimate used in the lower-drift bound.

Original Lean declaration header

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

theorem sum_sq_pairTerm_ofFn_le (ν : ProbabilityMeasure (EuclideanSpace ℝ (Fin n)))
    (hc : IsCompact (ν : Measure (EuclideanSpace ℝ (Fin n))).support)
    (hA : IsUnit (Covariance.operator (ν : Measure (EuclideanSpace ℝ (Fin n)))))
    (hApos : ∀ v, v ≠ 0 → 0 < ⟪Covariance.operator (ν : Measure (EuclideanSpace ℝ (Fin n))) v, v⟫)
    {c c₂ : ℕ} (β : ℝ)
    (h100 : ∀ v : EuclideanSpace ℝ (Fin n),
      cumulantEnergy (ν : Measure (EuclideanSpace ℝ (Fin n))) c₂ v ≤
        β * ⟪Covariance.operator (ν : Measure (EuclideanSpace ℝ (Fin n))) v, v⟫)
    (u : EuclideanSpace ℝ (Fin n)) :
    ∑ J₁ : Fin c → Fin n, ∑ J₂ : Fin c₂ → Fin n,
      pairTerm (ν : Measure (EuclideanSpace ℝ (Fin n))) u
        (List.ofFn fun i => sigmaBasis (ν : Measure (EuclideanSpace ℝ (Fin n))) (J₁ i))
        (List.ofFn fun i => sigmaBasis (ν : Measure (EuclideanSpace ℝ (Fin n))) (J₂ i)) ≤
      β * cumulantEnergy (ν : Measure (EuclideanSpace ℝ (Fin n))) (c + 1) u

Module navigation

Module: KLS/BKL/CumulantEnergy/Basic.

Definition modules: Probability/Covariance/Basic.

Supporting theorems: inverseSqrt_mul_mul_inverseSqrt.

Previous: sqrt_sum_sq_sum_le · Next: sqrt_sum_lowerDrift_sq_le_aux.

Source excerpt, lines 385–398 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_BKL_CumulantEnergy_Basic

open MeasureTheory
open scoped RealInnerProductSpace
variable {n : ℕ}
Formal statement

theorem FunctionalInequalities.KLS.BKL.sum_sq_pairTerm_ofFn_le_readable (ν : ProbabilityMeasure (EuclideanSpace ℝ (Fin n)))
    (hc : IsCompact (ν : Measure (EuclideanSpace ℝ (Fin n))).support)
    (hA : IsUnit (Covariance.operator (ν : Measure (EuclideanSpace ℝ (Fin n)))))
    (hApos : ∀ v, v ≠ 0 → 0 < ⟪Covariance.operator (ν : Measure (EuclideanSpace ℝ (Fin n))) v, v⟫)
    {c c₂ : ℕ} (β : ℝ)
    (h100 : ∀ v : EuclideanSpace ℝ (Fin n),
      cumulantEnergy (ν : Measure (EuclideanSpace ℝ (Fin n))) c₂ v ≤
        β * ⟪Covariance.operator (ν : Measure (EuclideanSpace ℝ (Fin n))) v, v⟫)
    (u : EuclideanSpace ℝ (Fin n)) :
    ∑ J₁ : Fin c → Fin n, ∑ J₂ : Fin c₂ → Fin n,
      pairTerm (ν : Measure (EuclideanSpace ℝ (Fin n))) u
        (List.ofFn fun i => sigmaBasis (ν : Measure (EuclideanSpace ℝ (Fin n))) (J₁ i))
        (List.ofFn fun i => sigmaBasis (ν : Measure (EuclideanSpace ℝ (Fin n))) (J₂ i)) ≤
      β * cumulantEnergy (ν : Measure (EuclideanSpace ℝ (Fin n))) (c + 1) u := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/BKL/CumulantEnergy/Basic.lean#L382-L430 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.BKL.CumulantEnergy.Basic`, declaration `FunctionalInequalities.KLS.BKL.sum_sq_pairTerm_ofFn_le`; the repository is private at upload time).

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