Multi-fidelity learning for interatomic potentials: Low-level forces and high-level energies are all you need

Mitchell Messerly, Sakib Matin, Alice E. A. Allen +5

The promise of machine learning interatomic potentials (MLIPs) has led to an abundance of public quantum mechanical (QM) training datasets. The quality of an MLIP is directly limit…