Uncertainty-aware Machine Learning Interatomic Potentials via Learned Functional Perturbations

Olga Zaghen, Maksim Zhdanov, Dario Coscia +2

Machine Learning Interatomic Potentials (MLIPs) achieve near ab initio accuracy at a fraction of the cost of quantum-mechanical simulations, yet they remain prone to silent failure…