no code implementations • 14 Dec 2023 • Ao Liu, Wenshan Li, Tao Li, Beibei Li, Hanyuan Huang, Pan Zhou
We then prove that merely three MP iterations within GCNs can induce signal resonance between nodes and edges, manifesting as a coupling between nodes and their distillable surrounding local subgraph.
no code implementations • 12 Jun 2023 • Ao Liu, Wenshan Li, Tao Li, Beibei Li, Hanyuan Huang, Guangquan Xu, Pan Zhou
In this paper, we propose the Graph Agent Network (GAgN) to address the aforementioned vulnerabilities of GNNs.