Active Learning Strategies for Efficient Machine-Learned Interatomic Potentials Across Diverse Material Systems

Mohammed Azeez Khan, Aaron D'Souza, Vijay Choyal

Efficient materials discovery requires reducing costly first-principles calculations for training machine-learned interatomic potentials (MLIPs). We develop an active learning (AL)…