Don't Fix the Basis -- Learn It: Spectral Representation with Adaptive Basis Learning for PDEs

Xuxiang Zhao, Angelica I. Aviles-Rivero

Spectral neural operators achieve strong performance for PDE learning, but rely on fixed global bases that limit their ability to represent spatially heterogeneous and multiscale d…