Physical structure as an organizing principle for universal Hamiltonian learning.

arXiv:2610.36135v1 Announce Type: cross Abstract: Density functional theory (DFT) gives the electronic structure of materials, but its cost limits large-supercell calculations and materials screening. Machine-learned Hamiltonians bypass the self-consistent cyc