Data Privacy and Trustworthy Machine Learning
Martin Strobel, Reza Shokri · IEEE Security & Privacy · 2022
The privacy risks of machine learning models is a major concern when training them on sensitive and personal data. We discuss the tradeoffs between data privacy and the remaining goals of trustworthy machine learning (notably, fairness, robustness, and explainability).