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.
no code implementations • 20 Mar 2021 • Hanyuan Huang, Jiabin Wu
We propose a novel model to explain the mechanisms underlying dominance hierarchical structures.