Robustness through Data Augmentation Loss Consistency

Tianjian Huang, Shaunak Halbe, Chinnadhurai Sankar +5

While deep learning through empirical risk minimization (ERM) has succeeded at achieving human-level performance at a variety of complex tasks, ERM is not robust to distribution sh…