Superlogarithmic real blocky rank

Lax100002.Main · concepts/Lax100002/Main.lean · lax-100002

proven

Natural Language Statement

Theorem

The square zero-one family has blocky rank greater than a logarithm times an iterated logarithm.

Concept map
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Proven claimDefinitionThis conceptRelated conceptA → B: B builds on A
Evidence

This concept declares 11 statements. Each proof establishes one of them relative to its assumptions.

1 blockyRank_gt_of_power_rows proven

2 hadamard_rows_tendsto_atTop proven

3 hadamardGenerator_binary_distance proven

4 hadamardGenerator_real_distance proven

5 squareHadamardMatrix_blockyRank_gt proven

6 squareHadamardMatrix_eventually_gt_logb_two proven

7 squareHadamardMatrix_gt_logb_two proven

8 squareHadamardMatrix_log_loglog_bound proven

9 squareHadamardMatrix_logb_two_superlogarithmic proven

10 squareHadamardMatrix_spec proven

11 squareHadamardMatrix_superlogarithmic proven

In the paper

  • page 1 of this submission's paper

Lean source

1/-
2Copyright (c) 2026 Anonymous. All rights reserved.
3Released under Apache 2.0 license as described in the file LICENSE.
4Authors: ChatGPT (OpenAI)
5-/
6import Lax100002.Definitions
7import Mathlib.Analysis.Asymptotics.Lemmas
8import Mathlib.Analysis.SpecialFunctions.Log.Base
9import Mathlib.InformationTheory.Hamming
10
11/-!
12---
13title: Superlogarithmic real blocky rank
14type: theorem
15---
16The square zero-one family has blocky rank greater than a logarithm times an iterated logarithm.
17-/
18
19namespace Lax100002.Main
20
21open Lax100002.Definitions Matrix Filter Asymptotics
22
23/-- The blocky rank exceeds the parameter product for every parameter at least twenty. -/
24axiom squareHadamardMatrix_blockyRank_gt (v : ℕ) (hv : 20 ≤ v) :
25 v * codeDimension v < blockyRank (squareHadamardMatrix v)
26
27/-- The square matrix has zero-one entries and blocky rank above the parameter product. -/
28axiom squareHadamardMatrix_spec (v : ℕ) (hv : 20 ≤ v) :
29 (∀ i j, squareHadamardMatrix v i j = 0 ∨ squareHadamardMatrix v i j = 1) ∧
30 v * codeDimension v < blockyRank (squareHadamardMatrix v)
31
32/-- The blocky rank exceeds one quarter of the logarithm times the shifted iterated logarithm. -/
33axiom squareHadamardMatrix_log_loglog_bound (v : ℕ) (hv : 20 ≤ v) :
34 Real.logb 2 (Fintype.card (HadamardRows v) : ℝ) *
35 (Real.logb 2 (Real.logb 2 (Fintype.card (HadamardRows v) : ℝ)) - 1) / 4 <
36 (blockyRank (squareHadamardMatrix v) : ℝ)
37
38/-- The blocky rank exceeds the base-two logarithm of the dimension. -/
39axiom squareHadamardMatrix_gt_logb_two (v : ℕ) (hv : 20 ≤ v) :
40 Real.logb 2 (Fintype.card (HadamardRows v) : ℝ) <
41 (blockyRank (squareHadamardMatrix v) : ℝ)
42
43/-- The natural logarithm of the dimension is little-o of the blocky rank. -/
44axiom squareHadamardMatrix_superlogarithmic :
45 (fun v : ℕ => Real.log (Fintype.card (HadamardRows v) : ℝ)) =o[atTop]
46 (fun v : ℕ => (blockyRank (squareHadamardMatrix v) : ℝ))
47
48/-- The base-two logarithm of the dimension is little-o of the blocky rank. -/
49axiom squareHadamardMatrix_logb_two_superlogarithmic :
50 (fun v : ℕ => Real.logb 2 (Fintype.card (HadamardRows v) : ℝ)) =o[atTop]
51 (fun v : ℕ => (blockyRank (squareHadamardMatrix v) : ℝ))
52
53/-- The blocky rank eventually exceeds the base-two logarithm of the dimension. -/
54axiom squareHadamardMatrix_eventually_gt_logb_two :
55 ∀ᶠ v : ℕ in atTop,
56 Real.logb 2 (Fintype.card (HadamardRows v) : ℝ) <
57 (blockyRank (squareHadamardMatrix v) : ℝ)
58
59/-- The distance bound rules out every blocky decomposition of the stated size. -/
60axiom blockyRank_gt_of_power_rows
61 {Row Col : Type*} [Fintype Row] [Fintype Col]
62 (v h : ℕ) (hv : 20 ≤ v) (hh : codeDimension v ≤ h)
63 (A : Matrix Row Col ℝ)
64 (hRow : Fintype.card Row = 2 ^ h)
65 (hCol : Fintype.card Col = (2 ^ codeDimension v / 2) * codeDimension v)
66 (hd : ∀ x : Col → ℝ, x ≠ 0 →
67 Fintype.card Row / 4 ≤ hammingNorm (A *ᵥ x)) :
68 v * codeDimension v < blockyRank A
69
70/-- Every nonzero binary message has at least a quarter of the output coordinates nonzero. -/
71axiom hadamardGenerator_binary_distance (v : ℕ) :
72 ∀ x : HadamardColumns v → ZMod 2, x ≠ 0 →
73 Fintype.card (HadamardRows v) / 4 ≤
74 hammingNorm ((hadamardGenerator v).map (Int.castRingHom (ZMod 2)) *ᵥ x)
75
76/-- Every nonzero real message has at least a quarter of the output coordinates nonzero. -/
77axiom hadamardGenerator_real_distance (v : ℕ) :
78 ∀ x : HadamardColumns v → ℝ, x ≠ 0 →
79 Fintype.card (HadamardRows v) / 4 ≤
80 hammingNorm ((hadamardGenerator v).map (Int.castRingHom ℝ) *ᵥ x)
81
82/-- The square dimensions tend to infinity. -/
83axiom hadamard_rows_tendsto_atTop :
84 Tendsto (fun v : ℕ => Fintype.card (HadamardRows v)) atTop atTop
85
86end Lax100002.Main
87