Nature Machine Intelligence, Published online: 20 February 2026; doi:10.1038/s42256-026-01182-3
Zhou et al. develop PISA, an optimizer for deep learning models that supports heterogeneous data and various preconditions. It converges under minimal assumptions, while outperforming established methods for diverse tasks.