Interpolation and differentiation of alchemical degrees of freedom in machine learning interatomic potentials

Juno Nam, Jiayu Peng, Rafael Gómez-Bombarelli

Machine learning interatomic potentials (MLIPs) have become a workhorse of modern atomistic simulations, and recently published universal MLIPs, pre-trained on large datasets, have…