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Structural arithmetic of a general integral profile

Proved
mme_stothers_general_outer_profile_arithmetic

by allychan327 · Sep 8, 2026 · Mathlib 777aaa6 (Lean v4.29.0-rc3)

algebraic-complexitylaser-methodmatrix-multiplication

Structural arithmetic of an arbitrary integral ten-class profile.

Four facts underlying the general-profile outer data. The first is about the ten Table-1 symmetry classes alone and involves no profile; the other three hold for every integral profile β:{1,…,10}→N\beta:\{1,\dots,10\}\to\mathbb Nβ:{1,…,10}→N.

  1. The Equation (5.2) matrix counts orbit members by coordinate. For every class rrr, every mode s∈{1,2,3}s\in\{1,2,3\}s∈{1,2,3} and every grade j∈{0,…,8}j\in\{0,\dots,8\}j∈{0,…,8}, the number of grade triples in the permutation orbit of the class representative whose sss-th coordinate equals jjj is exactly the (r,j)(r,j)(r,j) entry of the integer matrix of Equation (5.2). In particular the count does not depend on the mode sss, as it must, the orbit being permutation-closed.

  2. Row sums. ∑j=08Mj(β)=3D\sum_{j=0}^{8} M_j(\beta) = 3D∑j=08​Mj​(β)=3D, where Mj(β)M_j(\beta)Mj​(β) are the nine-grade marginal numerators and D=∑iniβiD=\sum_i n_i\beta_iD=∑i​ni​βi​. Equivalently: each row of the Equation (5.2) matrix sums to 3nr3n_r3nr​, so the three mode words of an address of length 3Dm3D m3Dm do use every position.

  3. Agreement with QQQ. Mj(β)=(Qβ)jM_j(\beta) = (Q\beta)_jMj​(β)=(Qβ)j​ as real numbers, i.e. the integer marginal numerators are literally the Equation (5.2) map applied to the unnormalized profile. This is what connects the integral outer data to the real-valued marginal A=13QaA = \tfrac13 QaA=31​Qa used by globalRate.

  4. The 454545-cell histogram has the prescribed marginals. For every mode iii and grade jjj,

∑σ supportedσi=j(joint count of σ)  =  Mj(β) m.\sum_{\substack{\sigma\ \text{supported}\\ \sigma_i = j}} \text{(joint count of }\sigma) \;=\; M_j(\beta)\,m .σ supportedσi​=j​∑​(joint count of σ)=Mj​(β)m.

Together these say that the exact target histogram at any integral profile really is a joint distribution on the 454545 supported grade triples with the prescribed nine-grade marginals, which is the hypothesis under which the Lemma 5.2 entropy comparison applies. Item 1 is also an independent consistency check between Table 1's ten permutation classes and the integer matrix printed in Equation (5.2).

Preamble
import Definitions.Def_mme_stothers_general_outer_profile

open MME BigOperators

set_option autoImplicit false
Formal statement
theorem mme_stothers_general_outer_profile_arithmetic :
    (∀ (r : Fin 10) (s : Fin 3) (j : Fin 9),
      ((MME.StothersFourth.genClassOrbit r).filter
          (fun sigma ↦ sigma s = j)).card =
        MME.StothersFourth.genClassMarginalMultiplicity r j) ∧
    (∀ base : Fin 10 → ℕ,
      ∑ j : Fin 9, MME.StothersFourth.genMarginalBaseCount base j =
        3 * MME.StothersFourth.genProfileScale base) ∧
    (∀ (base : Fin 10 → ℕ) (j : Fin 9),
      (MME.StothersFourth.genMarginalBaseCount base j : ℝ) =
        MME.StothersFourth.Q (fun i ↦ (base i : ℝ)) j) ∧
    (∀ (base : Fin 10 → ℕ) (m : ℕ) (i : Fin 3) (j : Fin 9),
      (∑ sigma : {sigma : MME.StothersFourth.GenHashSupportTriple //
          sigma.1 i = j},
        MME.StothersFourth.genHashTargetJointTable base m sigma.1) =
          MME.StothersFourth.genMarginalCount base m j) := by
  sorry
Source
A. M. Davie and A. J. Stothers, Improved Bound for Complexity of Matrix Multiplication, Proceedings of the Royal Society of Edinburgh A 143(2), 2013, Section 5, Table 1 and Equation (5.2); https://www.maths.ed.ac.uk/~sandy/a11164.pdf.

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