Towards a universal model for spin–orbit physics

Nature Machine Intelligence, Published online: 20 April 2026; doi:10.1038/s42256-026-01221-z A new machine learning framework predicts the spin-orbit-coupled electronic structure across the periodic table, enabling high-throughput exploration of quantum materials.