Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient Alignment

Bowen Zhao, Chen Chen, Qian-Wei Wang +2

Models notoriously suffer from dataset biases which are detrimental to robustness and generalization. The identify-emphasize paradigm shows a promising effect in dealing with unkno…