∑math20

Probability and statistical mechanics · Result 236

The exact factor-of-IID threshold for free Ising spins on trees

1 paperLean

Determines when the free zero-field ferromagnetic Ising state on the infinite d-regular tree is a factor of independent vertex labels: exactly when \(\tanh\beta\le(d-1)^{-1/2}\), including equality, for d ≥ 3 and β ≥ 0. The construction uses no root and is almost surely equivariant for each fixed tree automorphism, resolving the ferromagnetic case of Lyons's question.

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▶Introduction: the problem and why it mattersin preparation
▶The presented solutionin preparation

Papers 1

First page of The sharp factor-of-IID threshold for the free Ising model on regular trees

The sharp factor-of-IID threshold for the free Ising model on regular trees

OpenAI · September 26, 2026

For every integer d ≥ 3 and inverse temperature β ≥ 0, the free zero-field ferromagnetic Ising measure on the infinite d-regular tree is a factor of IID exactly when \(\tanh\beta\le(d-1)^{-1/2}\). We prove the positive implication, including equality, resolving the conjecture of Nam, Sly and Zhang; the strict converse is known. The spin factor can be chosen to commute with every tree automorphism on every label input.

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Cite
@misc{OAI:The-sharp-factor-of-IID-threshold-for-the-free-Ising-model-on-regular-trees-September-26-2026,
  author = {{OpenAI}},
  title = {{The sharp factor-of-IID threshold for the free Ising model on regular trees}},
  howpublished = {OpenAI Math Release preprint
                  \href{https://github.com/openai/math/blob/main/preprints/The-sharp-factor-of-IID-threshold-for-the-free-Ising-model-on-regular-trees-September-26-2026/article.pdf}{OAI:The-sharp-factor-of-IID-threshold-for-the-free-Ising-model-on-regular-trees-September-26-2026}},
  year = {2026}
}

What was formalized in Lean

The following describes the scope of the Lean formalization related to the following accompanying paper(s):

Scope

The formalized result determines the factor-of-IID threshold for the free zero-field Ising law on the infinite \(d\)-regular tree. For every \(d\ge3\) and \(\beta\ge0\), the law is a factor of IID exactly when \(\tanh\beta\le1/\sqrt{d-1}\), including equality. The factor uses independent uniform vertex labels and is almost surely equivariant for each fixed tree automorphism. Finitary coding and coding-radius bounds are not included.

Comparator links

ResultComparator statement
Factor-of-IID threshold for the free Ising modelFreeIsing.lean

Scope note on GitHub →