Crystal prediction and thermodynamics are hard to unify. The entropy-symmetry framework PolymorphGen-MLPKD enables polymorph generation, reveals phase transitions, and yields distilled potentials with high accuracy and efficiency.
- Zeyuan Li
- Taiqiao Liu
- Yuzheng Guo
