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Outer hash budget from degree data

Proved
mme_stothers_general_outer_hash_budget_of_degree_data

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

algebraic-complexitylaser-methodmatrix-multiplicationsalem-spencer

From degree data to a good hash state, eventually, at any profile.

Fix a strictly positive integral ten-class profile β\betaβ. Suppose that for all large scales mmm the following degree data holds, with N=3DmN = 3DmN=3Dm, V=N!/∏jMj!V = N!/\prod_j M_j!V=N!/∏j​Mj​! and D∗=∏jMj!/∏σTσ!D_* = \prod_j M_j!/\prod_\sigma T_\sigma!D∗​=∏j​Mj​!/∏σ​Tσ​!:

  • the exact-profile targets number exactly VD∗V D_*VD∗​, and D∗≥1D_*\ge1D∗​≥1;
  • every completion star, in every mode, has at most D=(6(N+1))100D∗D = (6(N+1))^{100}D_*D=(6(N+1))100D∗​ members;
  • D≤51000ND \le 5^{1000N}D≤51000N.

Then for all large mmm there is a vertex-closed family EEE of marginal-supported addresses with

#{target–ambient collisions in E}+V e−106N+1  ≤  #{targets in E}.\#\{\text{target--ambient collisions in }E\} + V\,e^{-10^{6}\sqrt{N+1}} \;\le\; \#\{\text{targets in }E\}.#{target–ambient collisions in E}+Ve−106N+1​≤#{targets in E}.

This packages the whole outer affine hash behind a purely arithmetic interface: the caller supplies counting facts about the profile, and receives a single retained family with more targets than collisions, up to a loss that is exponentially small in N\sqrt NN​ and therefore invisible in the laser limit. Internally the exponential ceiling on DDD is what allows a Behrend-type choice of odd prime modulus and progression-free residue set with the margin the averaging argument needs.

Note that the parameter selection itself is profile-independent -- it depends only on NNN and D∗D_*D∗​ -- so the only profile-specific inputs are the three counting facts above.

Preamble
import Definitions.Def_mme_stothers_general_outer_profile
import Mathlib.Analysis.SpecialFunctions.Exp
import Mathlib.Data.Nat.Factorial.NatCast

open MME BigOperators Filter

set_option autoImplicit false
Formal statement
theorem mme_stothers_general_outer_hash_budget_of_degree_data
    (base : Fin 10 → ℕ) (hbase : ∀ r, 0 < base r)
    (hdata : ∀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)
      let Dstar : ℕ :=
        (∏ j : Fin 9, (MME.StothersFourth.genMarginalCount base m j).factorial) /
          ∏ sigma : {sigma : Fin 3 → Fin 9 //
              (∑ s, (sigma s).val) = 8},
            (MME.StothersFourth.genJointMultiplicity base m sigma.1).factorial
      let P := (6 * (N + 1)) ^ 100
      let D := P * Dstar
      (Nat.card
          {a : MME.StothersFourth.GenMarginalSupportedAddress base m //
            MME.StothersFourth.GenHasExactJointProfile a} : ℝ) = V * (Dstar : ℝ) ∧
        1 ≤ Dstar ∧
        (∀ 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} ≤ D) ∧
        D ≤ 5 ^ (1000 * N)) :
    ∀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)
      ∃ E : Finset (MME.StothersFourth.GenMarginalSupportedAddress base m),
        MME.StothersFourth.GenMarginalVertexClosed E ∧
        ((MME.StothersFourth.genTargetAmbientCollisions E).card : ℝ) +
            V * Real.exp
              (-1000000 * Real.sqrt (((N + 1 : ℕ) : ℝ))) ≤
          ((MME.StothersFourth.genExactTargetEdges E).card : ℝ) := 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; https://www.maths.ed.ac.uk/~sandy/a11164.pdf.

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