Learning thermodynamics and topological order of the two-dimensional XY model with generative real-valued restricted Boltzmann machines
Zhang K. Learning thermodynamics and topological order of the two-dimensional XY model with generative real-valued restricted Boltzmann machines. Physical Review B 2025, 111: 024112. DOI: 10.1103/physrevb.111.024112.Peer-Reviewed Original ResearchRestricted Boltzmann MachineKosterlitz-ThoulessBoltzmann machineVisible unitsTopological orderTwo-dimensional XY modelUnsupervised machine learning methodsMachine learning methodsPhase transition informationXY modelKT transitionLearning methodsBoltzmann distributionWeight matrixXY configurationTransition informationVon Mises distributionXY systemLearning thermodynamicsConditional probabilityPhysical knowledgeMachineTransitionThermodynamicsPhysics
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