2025
Continual Generalized Category Discovery: Learning and Forgetting from a Bayesian Perspective
ICML 2025poster
Continual Generalized Category Discovery (C-GCD) faces a critical challenge: incrementally learning new classes from unlabeled data streams while preserving knowledge of old classes. Existing methods struggle with catastrophic forgetting, especially when unlabeled data mixes known and novel cat…