J. Rittig

Embedding thermodynamic relations directly into model architectures achieves 12 orders of magnitude tighter physical consistency than loss penalties without any loss in predictive accuracy.

Seemingly accurate mixture property predictions can be dead wrong about the underlying molecular interactions, especially when extrapolating to new molecules.