Glauber dynamics on the Erd\H{o}s-R\'enyi random graph
Abstract
We investigate the effect of disorder on the Curie-Weiss model with Glauber dynamics. In particular, we study metastability for spin-flip dynamics on the Erd\H{o}s-R\'enyi random graph with vertices and with edge retention probability . Each vertex carries an Ising spin that can take the values or . Single spins interact with an external magnetic field , while pairs of spins at vertices connected by an edge interact with each other with ferromagnetic interaction strength . Spins flip according to a Metropolis dynamics at inverse temperature . The standard Curie-Weiss model corresponds to the case , because is the complete graph on vertices. For and the system exhibits \emph{metastable behaviour} in the limit as , where is the \emph{critical inverse temperature} and is a certain \emph{threshold function} satisfying and . We compute the average crossover time from the \emph{metastable set} (with magnetization corresponding to the `minus-phase') to the \emph{stable set} (with magnetization corresponding to the `plus-phase'). We show that the average crossover time grows exponentially fast with , with an exponent that is the same as for the Curie-Weiss model with external magnetic field and with ferromagnetic interaction strength . We show that the correction term to the exponential asymptotics is a multiplicative error term that is \emph{at most polynomial} in . For the complete graph the correction term is known to be a multiplicative constant.
Keywords
Cite
@article{arxiv.1912.10591,
title = {Glauber dynamics on the Erd\H{o}s-R\'enyi random graph},
author = {Frank den Hollander and Oliver Jovanovski},
journal= {arXiv preprint arXiv:1912.10591},
year = {2020}
}