Philippe Liu

Low-Cost High-Power Membership Inference Attacks

2023 · arXiv (Cornell University)

Membership inference attacks aim to detect if a particular data point was used in training a model. We design a novel statistical test to perform robust membership inference attacks (RMIA) with low computational overhead. We …