Chao-Fan Dai

BiGCD: A Bias-aware Framework for Generalized Category Discovery

Generalized Category Discovery (GCD) requires a model to recognize labeled seen classes while discovering unlabeled novel classes from partially annotated data. This paper argues that a key difficulty comes from bias that accumulates during optimization. Two effects appear repeatedly in practice: feature response imbal...