Paper ID: 2209.06529

Data Privacy and Trustworthy Machine Learning

Martin Strobel, Reza Shokri

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).

Submitted: Sep 14, 2022