Topology-aware Neural Flux Prediction Guided by Physics

Haoyang Jiang, Jindong Wang, Xingquan Zhu +1

Graph Neural Networks (GNNs) often struggle in preserving high-frequency components of nodal signals when dealing with directed graphs. Such components are crucial for modeling flo…