Probability and statistical mechanics·OpenAI Math·Result 232

Gaussian fields and interfaces for triangular-lattice Lipschitz heights

One of the 372 results in OpenAI's public mathematics catalogue, filed under probability and statistical mechanics: 3 preprints, the latest dated 6 October 2026. This page quotes OpenAI's own summary of the claim, links the papers and abstracts, and will embed the animation.

Latest paper

Gaussian free-field limits of weighted integer Lipschitz heights

6 October 2026 · PDF

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What OpenAI claims

Proves Gaussian free field limits on bounded smooth simply connected domains for triangular-lattice height models: uniform odd heights with increments 0,±2 and two-arc boundary values ±1, and zero-boundary integer Lipschitz heights weighted by fixed x ∈ [1/√2,1]. Uniform real Lipschitz heights also converge to a Gaussian field; at a tuned opposite-boundary amplitude, their interface converges to chordal SLE4, establishing Schramm’s real-field/interface predictions.

Papers (3)

  1. Gaussian free-field limits of weighted integer Lipschitz heights

    · Preprint, not peer reviewed · PDF

    We prove a Gaussian free field scaling limit for weighted integer Lipschitz heights on the triangular lattice. With zero boundary values and a factor x for each edge on which the height changes, the field converges after division by a positive constant depending only on x to the zero-Dirichlet Gaussian free field, for every fixed x ∈ [1/√2,1]. The convergence holds as a random distribution on every bounded C2 Jordan domain under inside lattice approximations with uniformly convergent boundary parametrizations. This includes the uniform height model and the predicted critical endpoint.

  2. The Gaussian free field limit of integer Lipschitz heights with two-arc boundary data

    · Preprint, not peer reviewed · PDF

    We prove that the centered uniform odd integer height function on triangular-lattice approximations of a smooth simply connected domain, with neighboring differences zero or two and boundary values +1 and −1 on two arcs, converges to a universal multiple of the Dirichlet Gaussian free field. This resolves the field part of Schramm's Problem 2.2. We give an absolutely convergent finite-volume formula for the normalization. The proof combines reflection positivity, a spectral sum rule, and boundary comparison with Gaussian moment identities.

  3. Uniform real Lipschitz surfaces on the triangular lattice

    · Preprint, not peer reviewed · PDF

    We prove the Gaussian free field and SLE4 scaling limits for uniformly sampled real nearest-neighbor Lipschitz heights on the triangular lattice, resolving Schramm's Problem 2.3. On approximations of smooth simply connected domains, the centered height field converges as a random distribution to a multiple of the Dirichlet Gaussian free field. At one tuned two-arc boundary amplitude, the zero-height interface converges in uniform curve distance to chordal SLE4. We identify the relation between the field variance and the boundary height in terms of an implicit stationary tangent-flux coefficient.

Status

Preprint. The papers have not been independently reviewed. Treat the result as OpenAI's claim until other mathematicians have checked it. If a video exists, it illustrates the statement; it is not the proof.

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