Cheung, Yiu-Ming

ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks

2024 · arXiv (Cornell University)

Although Graph Neural Networks (GNNs) have exhibited the powerful ability to gather graph-structured information from neighborhood nodes via various message-passing mechanisms, the performance of GNNs is limited by poor generalization and fragile robustness caused by …