2026
CURE: Consistency-under-Unified Semantic Regularization for Generalized Category Discovery
ICML 2026poster
Generalized Category Discovery (GCD) aims to learn semantically structured representations for discovering novel categories in unlabeled data using supervision from known classes. Most existing methods rely on self-supervised contrastive learning (CL) with consistency and uniformity objectives. We i…