On Approximating the Potts Model with Contracting Glauber Dynamics

TL;DR

This paper demonstrates that the Potts model can be approximated by independent spins at high temperatures and provides bounds on Glauber dynamics mixing times near equilibrium states, using Stein's method.

Contribution

It introduces a novel approximation technique for the Potts model via Glauber dynamics and establishes new mixing time bounds near equilibrium macrostates.

Findings

Approximation of the Potts model by i.i.d. spins at high temperatures.

New upper bounds on Glauber dynamics mixing times near equilibrium.

Application of Stein's method to compare Glauber dynamics distributions.

Abstract

We show that the Potts model on a graph can be approximated by a sequence of independent and identically distributed spins in terms of Wasserstein distance at high temperatures. We prove a similar result for the Curie--Weiss--Potts model on the complete graph, conditioned on being close enough to any of its equilibrium macrostates, in the low-temperature regime. Our proof technique is based on Stein's method for comparing the stationary distributions of two Glauber dynamics with similar updates, one of which is rapid mixing and contracting on a subset of the state space. Along the way, we prove a new upper bound on the mixing time of the Glauber dynamics for the conditional measure of the Curie--Weiss--Potts model near an equilibrium macrostate.