Beyond Arbitrary Geometry: Topology Generalization In neural PDE Operators

Peiyao Chen, Zhouyuan Xu, Jianguo Nie +2

Neural operators that accept arbitrary meshes are often treated as geometry-general, but unseen domain topology changes both the invariant and decaying subspaces of a PDE operator.…