Machine-Learning-Compatible CALPHAD-type Optimization from Phase Equilibria by Auto-differentiation

To accurately determine phase boundaries and phase transitions, thermodynamic models that describe phase free energies often have to be optimized based on experimentally observed phase equilibria. While different approaches exist for thermodynamic optimization, they are often implemented in ways tha