diff-soup: GPU-native Differentiable Simulation and Inference for Large-scale Stiff Dynamical Systems

Learning physical models from spatiotemporal data requires simulating systems of partial differential equations (PDEs) and differentiating through their solution. Upon spatial discretization, these models give rise to stiff dynamical systems that require repeatedly solving large, sparse linear syste