Machine-learning extraction of size-dependent temperature scales in the 2D XY model

Qingao Fan, Xu Li, Tingting Xue

Machine learning has become a useful tool for studying phase transitions in statistical systems.For the two-dimensional classical XY model, however, the topological character of th…