Continual and Sliding Window Release for Private Empirical Risk Minimization

Lauren Watson, Abhirup Ghosh, Benedek Rozemberczki +1

It is difficult to continually update private machine learning models with new data while maintaining privacy. Data incur increasing privacy loss -- as measured by differential pri…