Machine-learning detection of the Berezinskii-Kosterlitz-Thouless transitions in the q-state clock models

Yusuke Miyajima, Yusuke Murata, Yasuhiro Tanaka +1

We demonstrate that a machine learning technique with a simple feedforward neural network can sensitively detect two successive phase transitions associated with the Berezinskii-Ko…