Before revision:  In our work, we initiate a rigorous study of machine unlearning in the population setting , where the goal is to maintain performance on the unseen test loss.
After revision:  We initiate a rigorous study of machine unlearning in the population setting , where the goal is to maintain performance on the unseen test loss.