Lifelong DP: Consistently Bounded Differential Privacy in Lifelong Machine Learning

Phung Lai, Han Hu, NhatHai Phan +3

In this paper, we show that the process of continually learning new tasks and memorizing previous tasks introduces unknown privacy risks and challenges to bound the privacy loss. B…