Bayesian phase transition for the critical Ising model: Enlarged replica symmetry in the epsilon expansion and in 2D

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Main Authors: Wiese, Kay Joerg, Das, Alapan, Nahum, Adam
Format: Preprint
Published: 2026
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author Wiese, Kay Joerg
Das, Alapan
Nahum, Adam
author_facet Wiese, Kay Joerg
Das, Alapan
Nahum, Adam
contents A process that images or measures bond energies in the critical Ising model can be in distinct measurement ``phases'', depending on the precision of measurement. We study the transition into the strong-measurement phase using replica field theory (an epsilon expansion around six dimensions) and numerical simulations in two dimensions. The results reveal multiscaling of correlation functions at the critical point, and a striking enlarged symmetry of the replica description. This is an analog of the Nishimori phenomenon in the Ising spin glass, in a distinct replica limit. The enlarged symmetry is present microscopically for certain measurement protocols, but more generally can emerge in the infrared, and it fixes the exact value of the exponent for the Edwards-Anderson correlator both in 2D and near the upper critical dimension. We also examine the epsilon expansion for models with power-law interactions and/or long-range measurement.
format Preprint
id arxiv_https___arxiv_org_abs_2604_23346
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Bayesian phase transition for the critical Ising model: Enlarged replica symmetry in the epsilon expansion and in 2D
Wiese, Kay Joerg
Das, Alapan
Nahum, Adam
Statistical Mechanics
Disordered Systems and Neural Networks
Strongly Correlated Electrons
Data Analysis, Statistics and Probability
Quantum Physics
A process that images or measures bond energies in the critical Ising model can be in distinct measurement ``phases'', depending on the precision of measurement. We study the transition into the strong-measurement phase using replica field theory (an epsilon expansion around six dimensions) and numerical simulations in two dimensions. The results reveal multiscaling of correlation functions at the critical point, and a striking enlarged symmetry of the replica description. This is an analog of the Nishimori phenomenon in the Ising spin glass, in a distinct replica limit. The enlarged symmetry is present microscopically for certain measurement protocols, but more generally can emerge in the infrared, and it fixes the exact value of the exponent for the Edwards-Anderson correlator both in 2D and near the upper critical dimension. We also examine the epsilon expansion for models with power-law interactions and/or long-range measurement.
title Bayesian phase transition for the critical Ising model: Enlarged replica symmetry in the epsilon expansion and in 2D
topic Statistical Mechanics
Disordered Systems and Neural Networks
Strongly Correlated Electrons
Data Analysis, Statistics and Probability
Quantum Physics
url https://arxiv.org/abs/2604.23346