GNNGuard: Defending Graph Neural Networks against Adversarial Attacks

Xiang Zhang, Marinka Zitnik

Deep learning methods for graphs achieve remarkable performance across a variety of domains. However, recent findings indicate that small, unnoticeable perturbations of graph struc…