Ran Ding

Beyond Arbitrary Geometry: Topology Generalization In neural PDE Operators

Topology is established as a distinct generalization axis beyond arbitrary-geometry compatibility and influence extends across the Hodge spectrum rather than remaining confined to the harmonic kernel, and global, low-frequency structural priors may help organize predictions in the faster-decaying complementary componen...