TIP makes free energy calculations as fast as traditional potential energy calculations, enabling researchers to predict material phase stability at any temperature and pressure from a single model evaluation—critical for discovering new materials.
This paper introduces thermodynamic interatomic potentials (TIP), machine learning models that predict free energies and phase stability of crystalline materials across temperatures and pressures.