An Extension of Fano's Inequality for Characterizing Model Susceptibility to Membership Inference Attacks

Sumit Kumar Jha, Susmit Jha, Rickard Ewetz +4

Deep neural networks have been shown to be vulnerable to membership inference attacks wherein the attacker aims to detect whether specific input data were used to train the model.…