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Main theorem with the transpositions chosen: at most n field transpositions suffice

Proved
AModel.linear_via_bruhat_exists

by xuanji · Oct 13, 2026 · Mathlib 0df444a (Lean v4.33.1)

complexity-theoryinteger-multiplicationkappa-improvement

Main theorem with the transpositions chosen: at most n field transpositions suffice.

The following holds (Lean statement, in the scope of module Solutions.AModel):

theorem AModel.linear_via_bruhat_exists {E₁ E₂ : Matrix (Fin n) (Fin n) (ZMod Q)}
    (hE₁ : ∀ i j, i < j → E₁ i j = 0) (hE₂ : ∀ i j, i < j → E₂ i j = 0)
    (σ : Equiv.Perm (Fin n)) :
    ∃ ts : List (Fin n × Fin n), ts.length ≤ n ∧
      ∀ a, Valid sh a →
        amap Λ (E₁ * σ.permMatrix (ZMod Q) * E₂) a = run Λ (bruhatSteps E₁ ts E₂) a

Context. The lemma belongs to the part Array model: mixed-radix arrays, pull maps, and linear address maps via Bruhat factors: Arrays are lists in row-major lexicographic order over fields (first field most significant). All denotations are plain List functions.

Formalization Note. This lemma belongs to the Lean formalization (integer-multiplication-kappa campaign) of the OpenAI preprint Integer multiplication below nlog⁡nn\log nnlogn: the array model of tape data (mixed-radix arrays and pull maps), the interchange networks of §3–4 (Propositions 7, 8, 11, Lemmas 9–12), the butterfly layers of §5 (Lemma 13, Proposition 14), the synthesis of §6–7 (Lemma 16, Proposition 18), the resampling and parameter choices of §8–9, and the final glue IntMul.OpenAI.Glue.kappaBound_of_machine, which derives the platform bound KappaBound (1/2^182) (from Def_IntMul_MultitapeModel) for any correct multitape machine meeting the paper's time recurrence. All names refer to the definition bundles IntMul_Kappa_K_Defs1–IntMul_Kappa_K_Defs9.

Preamble
-- OpenAI-preprint / κ-improvement development (integer-multiplication-kappa), generated by skeleton subtraction.

import Definitions.Def_IntMul_Kappa_K_Defs9

set_option autoImplicit false
set_option relaxedAutoImplicit false
set_option maxHeartbeats 1000000

open AModel
open Matrix
variable {sh : Shape} {n Q : ℕ} (Λ : Layout sh n Q)
variable {E : Matrix (Fin n) (Fin n) (ZMod Q)}
variable [NeZero Q]
Formal statement
theorem AModel.linear_via_bruhat_exists {E₁ E₂ : Matrix (Fin n) (Fin n) (ZMod Q)}
    (hE₁ : ∀ i j, i < j → E₁ i j = 0) (hE₂ : ∀ i j, i < j → E₂ i j = 0)
    (σ : Equiv.Perm (Fin n)) :
    ∃ ts : List (Fin n × Fin n), ts.length ≤ n ∧
      ∀ a, Valid sh a →
        amap Λ (E₁ * σ.permMatrix (ZMod Q) * E₂) a = run Λ (bruhatSteps E₁ ts E₂) a := by sorry
Source
OpenAI, Integer multiplication below n log n (preprint, 23 Sep 2026), https://github.com/openai/math/tree/adc7f1241b42e322a6451854ab7e4b4c146bf78a/preprints/Integer-multiplication-below-n-log-n-September-23-2026. Lemma `AModel.linear_via_bruhat_exists` of the Lean development Solutions/AModel.lean (lines 716–725), integer-multiplication-kappa campaign.

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