nonlinear-inference

We introduce SALTO, a Koopman-based lifted transfer operator framework that anchors learned dynamics to a simulator's linearized propagator, enabling accurate finite-amplitude source inference and adjoint-like sensitivities at a fraction of the cost of repeated nonlinear solver runs across three nonlinear PDE systems.