English

Mixing times of critical 2D Potts models

Probability 2017-09-01 v3 Mathematical Physics math.MP

Abstract

We study dynamical aspects of the qq-state Potts model on an n×nn\times n box at its critical βc(q)\beta_c(q). Heat-bath Glauber dynamics and cluster dynamics such as Swendsen--Wang (that circumvent low-temperature bottlenecks) are all expected to undergo "critical slowdowns" in the presence of periodic boundary conditions: the inverse spectral gap, which in the subcritical regime is O(1)O(1), should at criticality be polynomial in nn for 1<q41< q \leq 4, and exponential in nn for q>4q>4 in accordance with the predicted discontinuous phase transition. This was confirmed for q=2q=2 (the Ising model) by the second author and Sly, and for sufficiently large qq by Borgs et al. Here we show that the following holds for the critical Potts model on the torus: for q=3q=3, the inverse gap of Glauber dynamics is nO(1)n^{O(1)}; for q=4q=4, it is at most nO(logn)n^{O(\log n)}; and for every q>4q>4 in the phase-coexistence regime, the inverse gaps of both Glauber dynamics and Swendsen--Wang dynamics are exponential in nn. For free or monochromatic boundary conditions and large qq, we show that the dynamics at criticality is faster than on the torus (unlike the Ising model where free/periodic boundary conditions induce similar dynamical behavior at all temperatures): the inverse gap of Swendsen--Wang dynamics is exp(no(1))\exp(n^{o(1)}).

Keywords

Cite

@article{arxiv.1607.02182,
  title  = {Mixing times of critical 2D Potts models},
  author = {Reza Gheissari and Eyal Lubetzky},
  journal= {arXiv preprint arXiv:1607.02182},
  year   = {2017}
}

Comments

45 pages, 9 figures