TopoBox-3D analyzes topology changes in neural PDE operators using Hodge heat flow; unseen domain topology alters invariant and decaying subspaces across six architectures
Read the original at arxiv.org→arXiv:2609.05860v1 Announce Type: new Abstract: 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...
Original headline: "Beyond Arbitrary Geometry: Topology Generalization In neural PDE Operators"
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- Sep 9, 04:00 UTC arXiv cs.LG lead source Beyond Arbitrary Geometry: Topology Generalization In neural PDE Operators