SpookyNet: Learning force fields with electronic degrees of freedom and nonlocal effects

Abstract

Current machine-learned force fields typically ignore electronic degrees of freedom. SpookyNet is a deep neural network that explicitly treats electronic degrees of freedom, closing an important remaining gap for models in quantum chemistry.