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Degree data against a stationary partner profile

Proved
mme_stothers_general_bounded_degree_data

by allychan327 · Sep 9, 2026 · Mathlib 777aaa6 (Lean v4.29.0-rc3)

algebraic-complexityentropylaser-methodmatrix-multiplication

The degree data of a general profile against a stationary partner.

Fix two strictly positive integral ten-class profiles β\betaβ and β∗\beta^{*}β∗ with the same nine-grade marginals, and suppose every 454545-cell histogram on that marginal fibre has conditional entropy at most β∗\beta^{*}β∗'s. Then for all large scales mmm, with N=3DmN = 3DmN=3Dm and V=N!/∏jMj!V = N!/\prod_j M_j!V=N!/∏j​Mj​!:

  • the exact-profile targets of β\betaβ number exactly V D∗(β)V\,D_*(\beta)VD∗​(β), with D∗(β)≥1D_*(\beta)\ge1D∗​(β)≥1;
  • D∗(β)  ≤  (6(N+1))100D∗(β∗)D_*(\beta)\;\le\;(6(N+1))^{100}D_*(\beta^{*})D∗​(β)≤(6(N+1))100D∗​(β∗);
  • every completion star has at most (6(N+1))100⋅[(6(N+1))100D∗(β∗)](6(N+1))^{100}\cdot\bigl[(6(N+1))^{100}D_*(\beta^{*})\bigr](6(N+1))100⋅[(6(N+1))100D∗​(β∗)] members;
  • and (6(N+1))100⋅[(6(N+1))100D∗(β∗)]≤51000N(6(N+1))^{100}\cdot\bigl[(6(N+1))^{100}D_*(\beta^{*})\bigr] \le 5^{1000N}(6(N+1))100⋅[(6(N+1))100D∗​(β∗)]≤51000N.

This is exactly the input shape of the outer hash budget with separated degrees, taken at dm=D∗(β)d_m = D_*(\beta)dm​=D∗​(β) and Δm=(6(N+1))100D∗(β∗)\Delta_m = (6(N+1))^{100}D_*(\beta^{*})Δm​=(6(N+1))100D∗​(β∗). The polynomial cushion in Δm\Delta_mΔm​ is what makes the comparison dm≤Δmd_m\le\Delta_mdm​≤Δm​ unconditional: the two star degrees are comparable only up to a polynomial factor, since entropy maximality is an asymptotic statement, and the cushion absorbs that. It costs nothing downstream, being swallowed by the e−cNe^{-c\sqrt N}e−cN​ loss.

Since the two profiles share their marginals they also share DDD and hence the address length, which is what lets the two sides be compared at the same scale.

Preamble
import Definitions.Def_mme_stothers_general_outer_profile
import Definitions.Def_mme_modern_entropy_data
import Mathlib.Data.Nat.Factorial.NatCast

open MME BigOperators Filter

set_option autoImplicit false
Formal statement
theorem mme_stothers_general_bounded_degree_data
    (base bstar : Fin 10 → ℕ)
    (hbase : ∀ r, 0 < base r) (hbstar : ∀ r, 0 < bstar r)
    (hsame : ∀ j, MME.StothersFourth.genMarginalBaseCount bstar j = MME.StothersFourth.genMarginalBaseCount base j)
    (hcond : ∀ (m : ℕ) (k : MME.StothersFourth.GenHashJointMultiplicityTable),
      (∀ l : Fin 3, ∀ j : Fin 9,
        (∑ sigma : {sigma : MME.StothersFourth.GenHashSupportTriple // sigma.1 l = j},
          k sigma.1) = MME.StothersFourth.genMarginalCount base m j) →
      ∀ i : Fin 3,
      (∑ j : Fin 9, (MME.StothersFourth.genMarginalCount base m j : ℝ) *
        mme_modern_entropyBits
          (fun sigma : {sigma : MME.StothersFourth.GenHashSupportTriple // sigma.1 i = j} ↦
            (k sigma.1 : ℝ) / (MME.StothersFourth.genMarginalCount base m j : ℝ))) ≤
      ∑ j : Fin 9, (MME.StothersFourth.genMarginalCount base m j : ℝ) *
        mme_modern_entropyBits
          (fun sigma : {sigma : MME.StothersFourth.GenHashSupportTriple // sigma.1 i = j} ↦
            (MME.StothersFourth.genHashTargetJointTable bstar m sigma.1 : ℝ) /
              (MME.StothersFourth.genMarginalCount base m j : ℝ))) :
    ∀ᶠ m : ℕ in atTop,
      let N := MME.StothersFourth.genOuterLength base m
      let V : ℝ :=
        (N.factorial : ℝ) /
          ∏ j : Fin 9, ((MME.StothersFourth.genMarginalCount base m j).factorial : ℝ)
      (Nat.card
          {a : MME.StothersFourth.GenMarginalSupportedAddress base m //
            MME.StothersFourth.GenHasExactJointProfile a} : ℝ) =
          V * (MME.StothersFourth.genHashTargetStarDegree base m : ℝ) ∧
        1 ≤ MME.StothersFourth.genHashTargetStarDegree base m ∧
        MME.StothersFourth.genHashTargetStarDegree base m ≤
          (6 * (N + 1)) ^ 100 * MME.StothersFourth.genHashTargetStarDegree bstar m ∧
        (∀ i : Fin 3,
          ∀ a : {a : MME.StothersFourth.GenMarginalSupportedAddress base m //
            MME.StothersFourth.GenHasExactJointProfile a},
          Nat.card
            {b : MME.StothersFourth.GenMarginalSupportedAddress base m //
              b.1 i = a.1.1 i} ≤
            (6 * (N + 1)) ^ 100 *
              ((6 * (N + 1)) ^ 100 * MME.StothersFourth.genHashTargetStarDegree bstar m)) ∧
        (6 * (N + 1)) ^ 100 *
            ((6 * (N + 1)) ^ 100 * MME.StothersFourth.genHashTargetStarDegree bstar m) ≤
          5 ^ (1000 * N) := 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 3, Lemma 3.3 and Equations (3.2)-(3.4); https://www.maths.ed.ac.uk/~sandy/a11164.pdf.

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