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Dyadic Recursion Estimate

Proved
FunctionalInequalities.KLS.LogConcave.PoissonIterate.recursion_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This technical lemma establishes the recursion used in the operator-route criterion.

Let C,c,R∈RC,c,R\in\mathbb RC,c,R∈R and let v,χ,L,α:N→Rv,\chi,L,\alpha:\mathbb N\to\mathbb Rv,χ,L,α:N→R and t:N→N→Rt:\mathbb N\to\mathbb N\to\mathbb Rt:N→N→R. Assume:

  1. C>0C>0C>0, c≥1c\ge1c≥1, R≥1R\ge1R≥1, and d≥1d\ge1d≥1.
  2. vk+1≤(121/100)C−1v_{k+1}\le(121/100)C^{-1}vk+1​≤(121/100)C−1 and χk≥0\chi_k\ge0χk​≥0 for every kkk.
  3. Every partial sum of χ\chiχ is at most L0L_0L0​, and L0≤((11/10)C−1)2L_0\le( (11/10)C^{-1})^2L0​≤((11/10)C−1)2.
  4. Whenever j+1<Nj+1<Nj+1<N, 0<αj0<\alpha_j0<αj​ and αj2≤3/C\alpha_j^2\le3/Cαj2​≤3/C.
  5. td,k≥0t_{d,k}\ge0td,k​≥0, td,k≤R2dvk+1t_{d,k}\le R^{2d}v_{k+1}td,k​≤R2dvk+1​, and, whenever 2d≤k+12d\le k+12d≤k+1 and the preceding scale bounds hold,
td,k≤(c/C)dt2d,k−d+cdR2dC∑j∈[(k+1−2d),k)χj.t_{d,k}\le(c/C)^d t_{2d,k-d}+c^dR^{2d}C\sum_{j\in[(k+1-2d),k)}\chi_j.td,k​≤(c/C)dt2d,k−d​+cdR2dCj∈[(k+1−2d),k)∑​χj​.

Then

∑k<N−dtd,k≤(c/C)d∑k<N−2dt2d,k+5d cdC−1R2d.\sum_{k<N-d}t_{d,k}\le(c/C)^d\sum_{k<N-2d}t_{2d,k}+5d\,c^dC^{-1}R^{2d}.k<N−d∑​td,k​≤(c/C)dk<N−2d∑​t2d,k​+5dcdC−1R2d.

This is a neutral auxiliary estimate that packages the finite-index decomposition into the indices where the Taylor recursion applies and the at most 2d2d2d remaining indices.

Original Lean declaration header

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

private theorem recursion {C c R : ℝ} {v χ L α : ℕ → ℝ} {t : ℕ → ℕ → ℝ} {N d : ℕ}
    (hC : 0 < C) (hc : 1 ≤ c) (hR : 1 ≤ R) (hd : 1 ≤ d)
    (hvk : ∀ k, v (k + 1) ≤ 121 / 100 * C⁻¹)
    (hχ : ∀ k, 0 ≤ χ k) (hχsum : ∀ N, ∑ k ∈ range N, χ k ≤ L 0)
    (hL0 : L 0 ≤ (11 / 10 * C⁻¹) ^ 2)
    (hαN : ∀ j, j + 1 < N → 0 < α j ∧ α j ^ 2 ≤ 3 / C)
    (ht : ∀ d k, 0 ≤ t d k)
    (htaylor : ∀ d k, 1 ≤ d → t d k ≤ R ^ (2 * d) * v (k + 1))
    (hJ1 : ∀ k d, 1 ≤ d → 2 * d ≤ k + 1 → (∀ j < k, 0 < α j ∧ α j ^ 2 ≤ 3 / C) →
      t d k ≤ (c / C) ^ d * t (2 * d) (k - d) +
        c ^ d * R ^ (2 * d) * C * ∑ j ∈ Ico (k + 1 - 2 * d) k, χ j) :
    ∑ k ∈ range (N - d), t d k ≤
      (c / C) ^ d * ∑ k ∈ range (N - 2 * d), t (2 * d) k +
        5 * d * c ^ d * C⁻¹ * R ^ (2 * d)

Module navigation

Module: KLS/BKL/PoissonIterate/Criterion.

Next: le_of_iterate_bounds.

Source excerpt, lines 151–164 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_KLS_BKL_PoissonIterate_Criterion

open MeasureTheory Filter Topology Finset
Formal statement

 theorem FunctionalInequalities.KLS.LogConcave.PoissonIterate.recursion_readable {C c R : ℝ} {v χ L α : ℕ → ℝ} {t : ℕ → ℕ → ℝ} {N d : ℕ}
    (hC : 0 < C) (hc : 1 ≤ c) (hR : 1 ≤ R) (hd : 1 ≤ d)
    (hvk : ∀ k, v (k + 1) ≤ 121 / 100 * C⁻¹)
    (hχ : ∀ k, 0 ≤ χ k) (hχsum : ∀ N, ∑ k ∈ range N, χ k ≤ L 0)
    (hL0 : L 0 ≤ (11 / 10 * C⁻¹) ^ 2)
    (hαN : ∀ j, j + 1 < N → 0 < α j ∧ α j ^ 2 ≤ 3 / C)
    (ht : ∀ d k, 0 ≤ t d k)
    (htaylor : ∀ d k, 1 ≤ d → t d k ≤ R ^ (2 * d) * v (k + 1))
    (hJ1 : ∀ k d, 1 ≤ d → 2 * d ≤ k + 1 → (∀ j < k, 0 < α j ∧ α j ^ 2 ≤ 3 / C) →
      t d k ≤ (c / C) ^ d * t (2 * d) (k - d) +
        c ^ d * R ^ (2 * d) * C * ∑ j ∈ Ico (k + 1 - 2 * d) k, χ j) :
    ∑ k ∈ range (N - d), t d k ≤
      (c / C) ^ d * ∑ k ∈ range (N - 2 * d), t (2 * d) k +
        5 * d * c ^ d * C⁻¹ * R ^ (2 * d) := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/KLS/BKL/PoissonIterate/Criterion.lean#L147-L232 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.KLS.BKL.PoissonIterate.Criterion`, declaration `_private.FunctionalInequalities.KLS.BKL.PoissonIterate.Criterion.0.FunctionalInequalities.KLS.LogConcave.PoissonIterate.recursion`; the repository is private at upload time).

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