KCES: Training-Free Defense for Robust Graph Neural Networks via Kernel Complexity

Yaning Jia, Shenyang Deng, Chiyu Ma +2

Graph Neural Networks (GNNs) have achieved impressive success across a wide range of graph-based tasks, yet they remain highly vulnerable to small, imperceptible perturbations and…