2025
Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience
AAAI 2025technical
End-to-end training with global optimization have popularized graph neural networks (GNNs) for node classification, yet inadvertently introduced vulnerabilities to adversarial edge-perturbing attacks. Adversaries can exploit the inherent opened interfaces of GNNs' input and output, perturbing critic…