2023
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient Alignment
AAAI 2023technical
Models notoriously suffer from dataset biases which are detrimental to robustness and generalization. The identify-emphasize paradigm shows a promising effect in dealing with unknown biases. However, we find that it is still plagued by two challenges: A, the quality of the identified bias-conflictin…