A self-consistent Ornstein-Zernike approximation for the Edwards-Anderson spin glass model
E. Kierlik, M.L. Rosinberg, and G. Tarjus

TL;DR
This paper introduces a self-consistent Ornstein-Zernike approximation for the Edwards-Anderson spin glass model, enabling analysis of correlation functions and thermodynamics, with exactness in infinite dimensions and potential for finite-dimensional stability studies.
Contribution
It develops a novel approximation method using Legendre transforms in replica space, providing a new approach to study spin glasses beyond mean-field theory.
Findings
Predicted freezing temperature as a function of dimension
Calculated thermodynamic properties above freezing
Provided a numerical framework for stability analysis
Abstract
We propose a self-consistent Ornstein-Zernike approximation for studying the Edwards-Anderson spin glass model. By performing two Legendre transforms in replica space, we introduce a Gibbs free energy depending on both the magnetizations and the overlap order parameters. The correlation functions and the thermodynamics are then obtained from the solution of a set of coupled partial differential equations. The approximation becomes exact in the limit of infinite dimension and it provides a potential route for studying the stability of the high-temperature phase against replica-symmetry breaking fluctuations in finite dimensions. As a first step, we present the numerical predictions for the freezing temperature and the zero-field thermodynamic properties above freezing as a function of dimensionality.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsTheoretical and Computational Physics · Advanced Thermodynamics and Statistical Mechanics · Complex Systems and Time Series Analysis
