2026
ClearGCD: Mitigating Shortcut Learning For Robust Generalized Category Discovery
ICASSP 2026poster
In open-world scenarios, Generalized Category Discovery (GCD) requires identifying both known and novel categories within unlabeled data. However, existing methods often suffer from prototype confusion caused by shortcut learning, which undermines generalization and leads to forgetting of known clas…