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physics.comp-ph2025
Optimized Machine Learning Methods for Studying the Thermodynamic Behavior of Complex Spin Systems
Dmitrii Kapitan, Pavel Ovchinnikov, Konstantin Soldatov +2
This paper presents a systematic study of the application of convolutional neural networks (CNNs) as an efficient and versatile tool for the analysis of critical and low-temperatur…
physics.comp-ph2018★ 13 cited
Comparison of diluted antiferromagnetic Ising models on frustrated lattices in a magnetic field
Konstantin Soldatov, Alexey Peretyatko, Konstantin Nefedev +1
We study diluted antiferromagnetic Ising models on triangular and kagome lattices in a magnetic field, using the replica-exchange Monte Carlo method. We observe seven and five plat…