17 citations · 17 across the 7 of their papers we have counts for
3 papers · 1 filter
Membership Inference Attacks and Generalization: A Causal Perspective
Teodora Baluta, Shiqi Shen, S. Hitarth +2
Membership inference (MI) attacks highlight a privacy weakness in present stochastic training methods for neural networks. It is not well understood, however, why they arise. Are t…
LPGNet: Link Private Graph Networks for Node Classification
Aashish Kolluri, Teodora Baluta, Bryan Hooi +1
Classification tasks on labeled graph-structured data have many important applications ranging from social recommendation to financial modeling. Deep neural networks are increasing…
Scalable Quantitative Verification For Deep Neural Networks
Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel +1
Despite the functional success of deep neural networks (DNNs), their trustworthiness remains a crucial open challenge. To address this challenge, both testing and verification tech…