How quickly can we sample a uniform domino tiling of the 2L x 2L square via Glauber dynamics?

TL;DR

This paper analyzes the mixing time of Glauber dynamics for uniform domino tilings of large squares, establishing bounds proportional to L^2 and extending results to various domain shapes and related tiling models.

Contribution

It provides tight bounds on the mixing time of the Markov chain for domino tilings, improving previous polynomial bounds to nearly quadratic time, and extends the analysis to general domains and other tiling types.

Findings

Lower bound: mixing time is at least proportional to L^2

Upper bound: mixing time is at most L^{2+o(1)}

Results apply to general domain shapes with planar height functions

Abstract

TThe prototypical problem we study here is the following. Given a $2L\times 2L$ square, there are approximately $\exp(4KL^2/\pi )$ ways to tile it with dominos, i.e. with horizontal or vertical $2\times 1$ rectangles, where $K\approx 0.916$ is Catalan's constant [Kasteleyn '61, Temperley-Fisher '61]. A conceptually simple (even if computationally not the most efficient) way of sampling uniformly one among so many tilings is to introduce a Markov Chain algorithm (Glauber dynamics) where, with rate $1$, two adjacent horizontal dominos are flipped to vertical dominos, or vice-versa. The unique invariant measure is the uniform one and a classical question [Wilson 2004,Luby-Randall-Sinclair 2001] is to estimate the time $T_{mix}$ it takes to approach equilibrium (i.e. the running time of the algorithm). In [Luby-Randall-Sinclair 2001, Randall-Tetali 2000], fast mixin was proven: $T_{mix}=O(L^C)$ for some finite $C$. Here, we go much beyond and show that $c L^2\le T_{mix}\le L^{2+o(1)}$. Our result applies to rather general domain shapes (not just the $2L\times 2L$ square), provided that the typical height function associated to the tiling is macroscopically planar in the large $L$ limit, under the uniform measure (this is the case for instance for the Temperley-type boundary conditions considered in [Kenyon 2000]). Also, our method extends to some other types of tilings of the plane, for instance the tilings associated to dimer coverings of the hexagon or square-hexagon lattices.