Rapid detection of phase transitions from Monte Carlo samples before equilibrium
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 Monte Carlo raw data before equilibrium. Our method can significantly reduce the time and computational resources required f...
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
SciPost
2022-09-01
|
| Series: | SciPost Physics |
| Online Access: | https://scipost.org/SciPostPhys.13.3.057 |