Machine learning of phase transitions in the percolation and XY models

Wanzhou Zhang, Jiayu Liu, Tzu-Chieh Wei

In this paper, we apply machine learning methods to study phase transitions in certain statistical mechanical models on the two dimensional lattices, whose transitions involve non-…