Language-guided Detection and Mitigation of Unknown Dataset Bias

Zaiying Zhao, Soichiro Kumano, Toshihiko Yamasaki

Dataset bias is a significant problem in training fair classifiers. When attributes unrelated to classification exhibit strong biases towards certain classes, classifiers trained o…