SGNO: Spectral Generator Neural Operators for Stable Long Horizon PDE Rollouts

Jiayi Li, Penghao Jiang, Hira Saleem +3

Autoregressive neural PDE surrogates predict future states by repeatedly applying a learned one-step operator. This is a simple and widely used method, but small one-step errors ca…