Christopher Mühl

Have it your way: Individualized Privacy Assignment for DP-SGD

When training a machine learning model with differential privacy, one sets a privacy budget. This uniform budget represents an overall maximal privacy violation that any user is willing to face by contributing their data to the training set. We argue that this approach is limited because different u…