2 papers
cs.LG2025
Who Owns This Sample: Cross-Client Membership Inference Attack in Federated Graph Neural Networks
Kunhao Li, Di Wu, Jun Bai +7
Graph-structured data is prevalent in many real-world applications, including social networks, financial systems, and molecular biology. Graph Neural Networks (GNNs) have become th…
cs.CR2025
Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey
Wencheng Yang, Song Wang, Di Wu +7
The rapid adoption of deep learning in sensitive domains has brought tremendous benefits. However, this widespread adoption has also given rise to serious vulnerabilities, particul…