Rapid detection of phase transitions from Monte Carlo samples before equilibrium

Jiewei Ding, Ho-Kin Tang, Wing Chi Yu

We found that Bidirectional LSTM and Transformer can classify different phases of condensed matter models and determine the phase transition points by learning features in the Mont…