AuditVotes: Elevating Provable Defense for GNNs with Efficient Augmentation and Conditional Smoothing

Yuni Lai, Yulin Zhu, Yixuan Sun +6

Despite advancements in Graph Neural Networks (GNNs), adaptive attacks continue to challenge their robustness. Certified robustness via randomized smoothing offers provable guarant…