Synthetic pre-training for neural-network interatomic potentials

John L. A. Gardner, Kathryn T. Baker, Volker L. Deringer

Machine learning (ML) based interatomic potentials have transformed the field of atomistic materials modelling. However, ML potentials depend critically on the quality and quantity…