On the Impact of Uncertainty and Calibration on Likelihood-Ratio Membership Inference Attacks

Meiyi Zhu, Caili Guo, Chunyan Feng +1

In a membership inference attack (MIA), an attacker exploits the overconfidence exhibited by typical machine learning models to determine whether a specific data point was used to…