NewtonNet: A Newtonian message passing network for deep learning of interatomic potentials and forces

Mojtaba Haghighatlari, Jie Li, Xingyi Guan +10

We report a new deep learning message passing network that takes inspiration from Newton's equations of motion to learn interatomic potentials and forces. With the advantage of dir…