Yue Song

Dynamic Kuramoto-Hodge Operators for PDEs on Complex Geometries and Topologies

This work introduces the Dynamic Kuramoto--Hodge Operator (DKHO), which combines topology-constrained interactions with learned coordination and suggests that coupling topological structure with adaptive dynamics provides an effective inductive bias for accurate and parameter-efficient PDE operator learning on complex...