skip to main content

Attention:

The NSF Public Access Repository (PAR) system and access will be unavailable from 11:00 PM ET on Friday, December 13 until 2:00 AM ET on Saturday, December 14 due to maintenance. We apologize for the inconvenience.


Title: Random-Cluster Dynamics on Random Regular Graphs in Tree Uniqueness
Abstract

We establish rapid mixing of the random-cluster Glauber dynamics on random$$\varDelta $$Δ-regular graphs for all$$q\ge 1$$q1and$$pp<pu(q,Δ), where the threshold$$p_u(q,\varDelta )$$pu(q,Δ)corresponds to a uniqueness/non-uniqueness phase transition for the random-cluster model on the (infinite)$$\varDelta $$Δ-regular tree. It is expected that this threshold is sharp, and for$$q>2$$q>2the Glauber dynamics on random$$\varDelta $$Δ-regular graphs undergoes an exponential slowdown at$$p_u(q,\varDelta )$$pu(q,Δ). More precisely, we show that for every$$q\ge 1$$q1,$$\varDelta \ge 3$$Δ3, and$$pp<pu(q,Δ), with probability$$1-o(1)$$1-o(1)over the choice of a random$$\varDelta $$Δ-regular graph onnvertices, the Glauber dynamics for the random-cluster model has$$\varTheta (n \log n)$$Θ(nlogn)mixing time. As a corollary, we deduce fast mixing of the Swendsen–Wang dynamics for the Potts model on random$$\varDelta $$Δ-regular graphs for every$$q\ge 2$$q2, in the tree uniqueness region. Our proof relies on a sharp bound on the “shattering time”, i.e., the number of steps required to break up any configuration into$$O(\log n)$$O(logn)sized clusters. This is established by analyzing a delicate and novel iterative scheme to simultaneously reveal the underlying random graph with clusters of the Glauber dynamics configuration on it, at a given time.

 
more » « less
PAR ID:
10222272
Author(s) / Creator(s):
;
Publisher / Repository:
Springer Science + Business Media
Date Published:
Journal Name:
Communications in Mathematical Physics
Volume:
386
Issue:
2
ISSN:
0010-3616
Page Range / eLocation ID:
p. 1243-1287
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
More Like this
  1. Abstract

    In this paper, we consider the Diophantine equation$$\lambda _1U_{n_1}+\cdots +\lambda _kU_{n_k}=wp_1^{z_1} \ldots p_s^{z_s},$$λ1Un1++λkUnk=wp1z1pszs,where$$\{U_n\}_{n\ge 0}$${Un}n0is a fixed non-degenerate linear recurrence sequence of order greater than or equal to 2;wis a fixed non-zero integer;$$p_1,\dots ,p_s$$p1,,psare fixed, distinct prime numbers;$$\lambda _1,\dots ,\lambda _k$$λ1,,λkare strictly positive integers; and$$n_1,\dots ,n_k,z_1,\dots ,z_s$$n1,,nk,z1,,zsare non-negative integer unknowns. We prove the existence of an effectively computable upper-bound on the solutions$$(n_1,\dots ,n_k,z_1,\dots ,z_s)$$(n1,,nk,z1,,zs). In our proof, we use lower bounds for linear forms in logarithms, extending the work of Pink and Ziegler (Monatshefte Math 185(1):103–131, 2018), Mazumdar and Rout (Monatshefte Math 189(4):695–714, 2019), Meher and Rout (Lith Math J 57(4):506–520, 2017), and Ziegler (Acta Arith 190:139–169, 2019).

     
    more » « less
  2. Abstract

    LetXbe ann-element point set in thek-dimensional unit cube$$[0,1]^k$$[0,1]kwhere$$k \ge 2$$k2. According to an old result of Bollobás and Meir (Oper Res Lett 11:19–21, 1992) , there exists a cycle (tour)$$x_1, x_2, \ldots , x_n$$x1,x2,,xnthrough thenpoints, such that$$\left( \sum _{i=1}^n |x_i - x_{i+1}|^k \right) ^{1/k} \le c_k$$i=1n|xi-xi+1|k1/kck, where$$|x-y|$$|x-y|is the Euclidean distance betweenxandy, and$$c_k$$ckis an absolute constant that depends only onk, where$$x_{n+1} \equiv x_1$$xn+1x1. From the other direction, for every$$k \ge 2$$k2and$$n \ge 2$$n2, there existnpoints in$$[0,1]^k$$[0,1]k, such that their shortest tour satisfies$$\left( \sum _{i=1}^n |x_i - x_{i+1}|^k \right) ^{1/k} = 2^{1/k} \cdot \sqrt{k}$$i=1n|xi-xi+1|k1/k=21/k·k. For the plane, the best constant is$$c_2=2$$c2=2and this is the only exact value known. Bollobás and Meir showed that one can take$$c_k = 9 \left( \frac{2}{3} \right) ^{1/k} \cdot \sqrt{k}$$ck=9231/k·kfor every$$k \ge 3$$k3and conjectured that the best constant is$$c_k = 2^{1/k} \cdot \sqrt{k}$$ck=21/k·k, for every$$k \ge 2$$k2. Here we significantly improve the upper bound and show that one can take$$c_k = 3 \sqrt{5} \left( \frac{2}{3} \right) ^{1/k} \cdot \sqrt{k}$$ck=35231/k·kor$$c_k = 2.91 \sqrt{k} \ (1+o_k(1))$$ck=2.91k(1+ok(1)). Our bounds are constructive. We also show that$$c_3 \ge 2^{7/6}$$c327/6, which disproves the conjecture for$$k=3$$k=3. Connections to matching problems, power assignment problems, related problems, including algorithms, are discussed in this context. A slightly revised version of the Bollobás–Meir conjecture is proposed.

     
    more » « less
  3. Abstract

    A well-known open problem of Meir and Moser asks if the squares of sidelength 1/nfor$$n\ge 2$$n2can be packed perfectly into a rectangle of area$$\sum _{n=2}^\infty n^{-2}=\pi ^2/6-1$$n=2n-2=π2/6-1. In this paper we show that for any$$1/21/2<t<1, and any$$n_0$$n0that is sufficiently large depending on t, the squares of sidelength$$n^{-t}$$n-tfor$$n\ge n_0$$nn0can be packed perfectly into a square of area$$\sum _{n=n_0}^\infty n^{-2t}$$n=n0n-2t. This was previously known (if one packs a rectangle instead of a square) for$$1/21/2<t2/3(in which case one can take$$n_0=1$$n0=1).

     
    more » « less
  4. Abstract

    We consider integral area-minimizing 2-dimensional currents$T$Tin$U\subset \mathbf {R}^{2+n}$UR2+nwith$\partial T = Q\left [\!\![{\Gamma }\right ]\!\!]$T=QΓ, where$Q\in \mathbf {N} \setminus \{0\}$QN{0}and$\Gamma $Γis sufficiently smooth. We prove that, if$q\in \Gamma $qΓis a point where the density of$T$Tis strictly below$\frac{Q+1}{2}$Q+12, then the current is regular at$q$q. The regularity is understood in the following sense: there is a neighborhood of$q$qin which$T$Tconsists of a finite number of regular minimal submanifolds meeting transversally at$\Gamma $Γ(and counted with the appropriate integer multiplicity). In view of well-known examples, our result is optimal, and it is the first nontrivial generalization of a classical theorem of Allard for$Q=1$Q=1. As a corollary, if$\Omega \subset \mathbf {R}^{2+n}$ΩR2+nis a bounded uniformly convex set and$\Gamma \subset \partial \Omega $ΓΩa smooth 1-dimensional closed submanifold, then any area-minimizing current$T$Twith$\partial T = Q \left [\!\![{\Gamma }\right ]\!\!]$T=QΓis regular in a neighborhood of $\Gamma $Γ.

     
    more » « less
  5. Abstract

    We study the distribution over measurement outcomes of noisy random quantum circuits in the regime of low fidelity, which corresponds to the setting where the computation experiences at least one gate-level error with probability close to one. We model noise by adding a pair of weak, unital, single-qubit noise channels after each two-qubit gate, and we show that for typical random circuit instances, correlations between the noisy output distribution$$p_{\text {noisy}}$$pnoisyand the corresponding noiseless output distribution$$p_{\text {ideal}}$$pidealshrink exponentially with the expected number of gate-level errors. Specifically, the linear cross-entropy benchmarkFthat measures this correlation behaves as$$F=\text {exp}(-2s\epsilon \pm O(s\epsilon ^2))$$F=exp(-2sϵ±O(sϵ2)), where$$\epsilon $$ϵis the probability of error per circuit location andsis the number of two-qubit gates. Furthermore, if the noise is incoherent—for example, depolarizing or dephasing noise—the total variation distance between the noisy output distribution$$p_{\text {noisy}}$$pnoisyand the uniform distribution$$p_{\text {unif}}$$punifdecays at precisely the same rate. Consequently, the noisy output distribution can be approximated as$$p_{\text {noisy}}\approx Fp_{\text {ideal}}+ (1-F)p_{\text {unif}}$$pnoisyFpideal+(1-F)punif. In other words, although at least one local error occurs with probability$$1-F$$1-F, the errors are scrambled by the random quantum circuit and can be treated as global white noise, contributing completely uniform output. Importantly, we upper bound the average total variation error in this approximation by$$O(F\epsilon \sqrt{s})$$O(Fϵs). Thus, the “white-noise approximation” is meaningful when$$\epsilon \sqrt{s} \ll 1$$ϵs1, a quadratically weaker condition than the$$\epsilon s\ll 1$$ϵs1requirement to maintain high fidelity. The bound applies if the circuit size satisfies$$s \ge \Omega (n\log (n))$$sΩ(nlog(n)), which corresponds to onlylogarithmic depthcircuits, and if, additionally, the inverse error rate satisfies$$\epsilon ^{-1} \ge {\tilde{\Omega }}(n)$$ϵ-1Ω~(n), which is needed to ensure errors are scrambled faster thanFdecays. The white-noise approximation is useful for salvaging the signal from a noisy quantum computation; for example, it was an underlying assumption in complexity-theoretic arguments that noisy random quantum circuits cannot be efficiently sampled classically, even when the fidelity is low. Our method is based on a map from second-moment quantities in random quantum circuits to expectation values of certain stochastic processes for which we compute upper and lower bounds.

     
    more » « less