David Peter Kovacs

MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields

Creating fast and accurate force fields is a long-standing challenge in computational chemistry and materials science. Recently, Equivariant Message Passing Neural Networks (MPNNs) have emerged as a powerful tool for building machine learning interatomic potentials, outperforming other approaches in…