Amorphous materials as a frontier challenge for universal interatomic potentials

Natascia L. Fragapane, Volker L. Deringer

Pre-trained or 'foundational' machine-learned interatomic potentials (MLIPs) are now widely used in materials modelling. However, early pre-trained models and benchmarks have large…