Xiangchao Wen

Graph Adversarial Defense with Virtual Spectral Anchor Injection

An active paradigm that repurposes the offensive tactic of node injection into a structural defense, ANIE significantly enhances GNN robustness, outperforming state-of-the-art defenses by up to 2× in classification accuracy under poisoning and evasion attacks.