Physics-Aligned Electronic Ground-State Learning Improves Generalization

Eike S. Eberhard, Xaver Kainz, Viktor Kotsev +2

Machine-learned interatomic potentials (MLIPs) excel at in-distribution tasks, accelerating drug and material development, yet they struggle to generalize out-of-distribution. We p…