Learning Representations Robust to Group Shifts and Adversarial Examples

Ming-Chang Chiu, Xuezhe Ma

Despite the high performance achieved by deep neural networks on various tasks, extensive studies have demonstrated that small tweaks in the input could fail the model predictions.…