2026
Machine Learning Hamiltonians are Accurate Energy-Force Predictors
ICML 2026poster
Recently, machine learning Hamiltonian (MLH) models have gained traction as fast approximations of electronic structures such as orbitals and electron densities, while also enabling direct evaluation of energies and forces from their predictions. However, despite their physical grounding, existing H…