AI RESEARCH
Learning Like Humans: Analogical Concept Learning for Generalized Category Discovery
arXiv CS.AI
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ArXi:2603.19918v1 Announce Type: cross Generalized Category Discovery (GCD) seeks to uncover novel categories in unlabeled data while preserving recognition of known categories, yet prevailing visual-only pipelines and the loose coupling between supervised learning and discovery often yield brittle boundaries on fine-grained, look-alike categories. We