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Towards Inductive Robustness: Distilling and Fostering Wave-induced Resonance in Transductive GCNs Against Graph Adversarial Attacks
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.
Graph Agent Network: Empowering Nodes with Decentralized Communications Capabilities for Adversarial Resilience
In this paper, we propose the Graph Agent Network (GAgN) to address the aforementioned vulnerabilities of GNNs.
Limited Cognitive Abilities and Dominance Hierarchy
We propose a novel model to explain the mechanisms underlying dominance hierarchical structures.
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