A Neural Network Study of the Phase Transitions of the 2D Antiferromagnetic q-State Potts Models on the Square Lattice

Abstract The critical phenomena of the 2D antiferromagnetic $q$-state Potts model on the square lattice with $q=2,3,4$ are investigated using the techniques of neural networks (NNs). In particular, an unconventional supervised NN which is trained using no information about the physics of the conside...

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Bibliographic Details

Published in:	Progress of theoretical and experimental physics Vol. 2025; no. 3
Main Authors:	Tseng, Yuan-Heng, Jiang, Fu-Jiun
Format:	Journal Article
Language:	English
Published:	Oxford Oxford University Press 01.03.2025
Subjects:	Critical phenomena Neural networks
ISSN:	2050-3911, 2050-3911
Online Access:	Get full text
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