From Energy-Force Weighting to Primal-Dual Optimization of Machine-Learned Interatomic Potentials

Chenyu Wang, Yangshuai Wang, Lei Zhang

Machine-learned interatomic potentials are commonly fitted by weighted-sum scalarization, which combines energy and force errors in a single loss. A nominal weight, however, identi…