Nature Machine Intelligence, Published online: 15 July 2026; doi:10.1038/s42256-026-01265-1

Moving beyond brute-force simulations, local neural operators—combined with equation-free methods and Krylov subspace techniques—enable system-level stability and bifurcation analysis of complex spatiotemporal systems directly from data.