Machine-Learning Interatomic Potentials for Materials Science

The current status of the interatomic potential field is reviewed, comparing the strengths and weaknesses of the traditional and ML potentials and a third class of potentials is introduced, in which an ML model is coupled with a physics-based potential to improve the transferability to unknown atomic environments.