English

The local product condition implies cutoff

Probability 2026-07-06 v1

Abstract

In the theory of mixing times, a famously wrong conjecture predicts that a sequence of Markov processes exhibits cutoff as soon as the product of their Poincar\'e constant and mixing time diverges. We prove that this statement becomes correct once the Poincar\'e constant γ\gamma is replaced with its natural non-equilibrium refinement, which we denote by γ\gamma_\star. More precisely, we show that the width of the mixing window of any Markov process is O(1/γ)O(1/\gamma_\star). This estimate is sharp, and universal up to standard regularity assumptions: it holds on finite and infinite state spaces and from any initial condition, and it does not require reversibility, nor any kind of a chain rule. In addition, for deterministic initialization we show that γκ\gamma_\star\ge\kappa, where κ\kappa is the Bakry-\'Emery curvature, making our result broadly applicable. Finally, our proof is short and self-contained: we simply follow the classical idea of replacing the total variation distance by the more tractable χ2\chi^2-divergence, but with the crucial novelty that the reference measure evolves in time, instead of being the equilibrium law.

Cite

@article{arxiv.2607.05345,
  title  = {The local product condition implies cutoff},
  author = {Francesco Pedrotti and Justin Salez},
  journal= {arXiv preprint arXiv:2607.05345},
  year   = {2026}
}

Comments

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