Smirnov's fermionic observable away from criticality
V. Beffara, H. Duminil-Copin

TL;DR
This paper extends Smirnov's fermionic observable analysis for the 2D Ising model away from criticality, deriving new insights into phase transition points and explicitly computing the correlation length via a connection to massive random walks.
Contribution
It provides a novel approach to understanding the Ising model's phase transition by analyzing Smirnov's observable off the critical point and relates correlation length to large deviations of a massive random walk.
Findings
Critical and self-dual points coincide.
Explicit formula for the correlation length.
Connection established between correlation length and massive random walk deviations.
Abstract
In a recent and celebrated article, Smirnov [Ann. of Math. (2) 172 (2010) 1435-1467] defines an observable for the self-dual random-cluster model with cluster weight q = 2 on the square lattice , and uses it to obtain conformal invariance in the scaling limit. We study this observable away from the self-dual point. From this, we obtain a new derivation of the fact that the self-dual and critical points coincide, which implies that the critical inverse temperature of the Ising model equals . Moreover, we relate the correlation length of the model to the large deviation behavior of a certain massive random walk (thus confirming an observation by Messikh [The surface tension near criticality of the 2d-Ising model (2006) Preprint]), which allows us to compute it explicitly.
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