Accurate and scalable multi-element graph neural network force field and molecular dynamics with direct force architecture

Cheol Woo Park, Mordechai Kornbluth, Jonathan Vandermause +3

Recently, machine learning (ML) has been used to address the computational cost that has been limiting ab initio molecular dynamics (AIMD). Here, we present GNNFF, a graph neural n…