2026
Imprint of the Forgotten: Stealthy Membership Inference in Unlearned Graph Neural Networks
AAAI 2026technical
Graphs effectively model interactions in real-world applications such as social and trade networks, where Graph Neural Networks (GNNs) excel at tasks such as link prediction to enhance user experiences. Despite these benefits, users raise privacy concerns as user data can be exploited to improve GNN