论文标题
数据隐私和值得信赖的机器学习
Data Privacy and Trustworthy Machine Learning
论文作者
论文摘要
当培训敏感和个人数据时，机器学习模型的隐私风险是一个主要问题。我们讨论了数据隐私与值得信赖的机器学习（尤其是公平，鲁棒性和解释性）之间的权衡。
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).
