Probability and statistical mechanics·OpenAI Math·Result 220·Lean formalisation listed

Directional zero–one laws beyond iid environments and iid ballisticity

One of the 372 results in OpenAI's public mathematics catalogue, filed under probability and statistical mechanics: 3 preprints, the latest dated 5 October 2026. This page quotes OpenAI's own summary of the claim, links the papers and abstracts, and will embed the animation.

Latest paper

A directional zero–one law for finite-range-dependent random environments

5 October 2026 · PDF

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What OpenAI claims

On ℤd, d ≥ 3, directional escape has probability zero or one for iid strictly elliptic nearest-neighbor environments, and for stationary ergodic finite-range-dependent environments under uniform ellipticity. In iid uniformly elliptic environments with d ≥ 2, almost-sure directional transience implies a deterministic limiting velocity with positive projection in that direction, resolving the ballisticity conjecture. (Lean)

Papers (3)

  1. A directional zero–one law for finite-range-dependent random environments

    · Preprint, not peer reviewed · PDF

    We prove a directional zero–one law for uniformly elliptic nearest-neighbor random walks in stationary, ergodic, finite-range-dependent environments on ℤd, d ≥ 3. For every fixed nonzero real direction, the probability of escape in that direction, averaged over the environment, is either zero or one. Finite-range dependence is imposed on the full transition rows: collections of rows at distance greater than a fixed range are independent, including collections indexed by infinite deterministic sets.

  2. A directional zero–one law under strict ellipticity

    · Preprint, not peer reviewed · PDF

    We prove the directional zero–one conjecture for nearest-neighbor random walks in independent and identically distributed strictly elliptic environments on ℤd, d ≥ 3: the probability of escape in each fixed nonzero real direction is zero or one. Only strict positivity of the transition probabilities is required; no uniform lower bound or moment assumption is imposed.

  3. Directional transience implies ballisticity

    · Preprint, not peer reviewed · PDF

    We prove that almost-sure transience in a fixed direction implies a deterministic limiting velocity with positive projection in that direction for nearest-neighbor random walks in independent and identically distributed uniformly elliptic environments on ℤd, d ≥ 2. This resolves the ballisticity conjecture positively.

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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