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Union-bound colouring of a residual set of columns

Proved
Komlos.spencer_random_finish

by Hartmann_Psi · Sep 8, 2026 · Mathlib 0df444a (Lean v4.33.1)

Let AAA be an n×nn\times nn×n matrix with entries in {0,1}\{0,1\}{0,1} and let TTT be any set of columns. Then some ±1\pm1±1 colouring of TTT (extended by 000 elsewhere) satisfies

∣∑j∈TAijχj∣  ≤  2∣T∣log⁡(4n)for every i.\Bigl|\sum_{j\in T}A_{ij}\chi_j\Bigr|\;\le\;\sqrt{2|T|\log(4n)}\qquad\text{for every }i .​j∈T∑​Aij​χj​​≤2∣T∣log(4n)​for every i.

This is the elementary bound that a single random colouring already achieves, and it is what one uses to dispose of a residual set of columns once it has become small: when ∣T∣|T|∣T∣ has been driven down to o(n/log⁡n)o(n/\log n)o(n/logn) the right-hand side is o(n)o(\sqrt{n})o(n​) and the residual set costs nothing on the scale of Spencer's bound. Applied with TTT the whole ground set it gives only the classical O(nlog⁡n)O(\sqrt{n\log n})O(nlogn​), which is the bound Spencer's theorem improves.

Formalization Note The logarithm is taken at 4n4n4n rather than 2n2n2n so that the counting bound is strict and a surviving colouring exists; the difference is immaterial for the intended use. Colourings are encoded as real-valued vectors that are ±1\pm 1±1 on TTT and 000 off it.

Preamble
import Mathlib
open Finset
Formal statement
namespace Komlos

theorem spencer_random_finish
    (n : ℕ) (hn : 0 < n) (A : Fin n → Fin n → ℝ) (h01 : ∀ i j, A i j = 0 ∨ A i j = 1)
    (T : Finset (Fin n)) :
    ∃ χ : Fin n → ℝ,
      (∀ j, j ∈ T → (χ j = 1 ∨ χ j = -1)) ∧
      (∀ j, j ∉ T → χ j = 0) ∧
      (∀ i, |∑ j ∈ T, A i j * χ j|
          ≤ Real.sqrt (2 * (T.card : ℝ) * Real.log (4 * n))) := by sorry

end Komlos
Source
J. Spencer, Six standard deviations suffice, Trans. Amer. Math. Soc. 289 (1985) 679-706, Theorem 1 and Section 2 (the entropy / partial colouring method), https://doi.org/10.1090/S0002-9947-1985-0784009-0

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