DORO: Distributional and Outlier Robust Optimization

Runtian Zhai, Chen Dan, J. Zico Kolter, Pradeep Ravikumar

Abstract: Many machine learning tasks involve subpopulation shift where the testing data distribution is a subpopulation of the training distribution. For such settings, a line of recent work has proposed th...