Leah Sophie Muhle

FNOPE: Simulation-based inference on function spaces with Fourier Neural Operators

Simulation-based inference (SBI) is an established approach for performing Bayesian inference on scientific simulators. SBI so far works best on low-dimensional parametric models. However, it is difficult to infer function-valued parameters, which frequently occur in disciplines that model spatiotem…