Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Xiaoqing Liu, Kehan Zeng, Zedong Luo +3

Universal machine-learned interatomic potentials (U-MLIPs) have demonstrated broad applicability across diverse atomistic systems but often require fine-tuning to achieve task-spec…