Physics-Aligned Canonical Equivariant Fourier Neural Operator under Symmetry-Induced Shifts

Jiaxiao Xu, Changhong Mou, Yeyu Zhang +1

Neural operators approximate PDE solution maps, but they need not respect the symmetries of the governing equation. In out-of-distribution (OOD) regimes, a standard neural operator…