Fast and Slow Mixing of the Kawasaki Dynamics on Bounded-Degree Graphs
Abstract
We study the worst-case mixing time of the global Kawasaki dynamics for the fixed-magnetization Ising model on the class of graphs of maximum degree . Proving a conjecture of Carlson, Davies, Kolla, and Perkins, we show that below the tree uniqueness threshold, the Kawasaki dynamics mix rapidly for all magnetizations. Disproving a conjecture of Carlson, Davies, Kolla, and Perkins, we show that the regime of fast mixing does not extend throughout the regime of tractability for this model: there is a range of parameters for which there exist efficient sampling algorithms for the fixed-magnetization Ising model on max-degree graphs, but the Kawasaki dynamics can take exponential time to mix. Our techniques involve showing spectral independence in the fixed-magnetization Ising model and proving a sharp threshold for the existence of multiple metastable states in the Ising model with external field on random regular graphs.
Keywords
Cite
@article{arxiv.2405.06209,
title = {Fast and Slow Mixing of the Kawasaki Dynamics on Bounded-Degree Graphs},
author = {Aiya Kuchukova and Marcus Pappik and Will Perkins and Corrine Yap},
journal= {arXiv preprint arXiv:2405.06209},
year = {2025}
}
Comments
51 pages, 5 figures; v2: incorporated referee comments, final published version