Machine-learning detection of the Berezinskii-Kosterlitz-Thouless transition and the second-order phase transition in the XXZ models

Yusuke Miyajima, Masahito Mochizuki

We propose two machine-learning methods based on neural networks, which we respectively call the phase-classification method and the temperature-identification method, for detectin…