Autonomous thermodynamically informed database generation for machine-learned interatomic potentials and application to magnesium

Vincent G. Fletcher, Albert P. Bartók, Livia B. Pártay

We propose a novel approach for constructing training databases for Machine-Learned Interatomic Potential (MLIP) models, specifically designed to capture phase properties across a…