Explanations Leak: Membership Inference with Differential Privacy and Active Learning Defense

Fatima Ezzeddine, Osama Zammar, Silvia Giordano +1

Counterfactual explanations (CFs) are increasingly integrated into Machine Learning as a Service (MLaaS) systems to improve transparency; however, ML models deployed via APIs are a…