Materials discovery

A vibrations benchmark asks whether materials models get thermal conductivity right for the right reasons

Michele Simoncelli and colleagues at Columbia and Cambridge scored machine-learning potentials against quantum calculations on more than 100 crystals. Two models can match on energy and part ways on heat.