Correcting Neural Operator Spectral Bias via Diffusion Posterior Sampling with Sparse Observations

Niccolò Perrone, Fanny Lehmann, Stefania Fresca +1

Neural operator surrogates (NO) approximate PDE solutions orders of magnitude faster than numerical solvers, but suffer from spectral bias: high-frequency content is systematically…