{"total":27,"rows":[{"id":"2208.01898","title":"XCon: Learning with Experts for Fine-grained Category Discovery","created":"2022-08-03","cited_by_count":50,"area":null},{"id":"2310.19776","title":"Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery","created":"2023-10-30","cited_by_count":39,"area":null},{"id":"2305.14107","title":"Federated Generalized Category Discovery","created":"2023-05-23","cited_by_count":27,"area":null},{"id":"2304.06928","title":"CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery","created":"2023-04-14","cited_by_count":26,"area":null},{"id":"2302.12028","title":"Novel Class Discovery: an Introduction and Key Concepts","created":"2023-02-22","cited_by_count":24,"area":null},{"id":"2308.05017","title":"When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis","created":"2023-08-09","cited_by_count":21,"area":null},{"id":"2407.19523","title":"Robust Fast Adaptation from Adversarially Explicit Task Distribution Generation","created":"2024-07-28","cited_by_count":13,"area":null},{"id":"2209.09120","title":"A Closer Look at Novel Class Discovery from the Labeled Set","created":"2022-09-19","cited_by_count":12,"area":null},{"id":"2403.01053","title":"Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling","created":"2024-03-02","cited_by_count":10,"area":null},{"id":"2206.01944","title":"Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile","created":"2022-06-04","cited_by_count":6,"area":null},{"id":"2209.01217","title":"A Method for Discovering Novel Classes in Tabular Data","created":"2022-09-02","cited_by_count":6,"area":null},{"id":"2406.18140","title":"Exclusive Style Removal for Cross Domain Novel Class Discovery","created":"2024-06-26","cited_by_count":5,"area":null},{"id":"2509.22542","title":"Category Discovery: An Open-World Perspective","created":"2025-09-26","cited_by_count":5,"area":null},{"id":"2306.03648","title":"Supervised Knowledge May Hurt Novel Class Discovery Performance","created":"2023-06-06","cited_by_count":4,"area":null},{"id":"2307.05948","title":"Diversity-enhancing Generative Network for Few-shot Hypothesis Adaptation","created":"2023-07-12","cited_by_count":4,"area":null},{"id":"2310.19210","title":"Generalized Category Discovery with Clustering Assignment Consistency","created":"2023-10-30","cited_by_count":4,"area":null},{"id":"2311.11525","title":"Generalized Category Discovery in Semantic Segmentation","created":"2023-11-20","cited_by_count":4,"area":null},{"id":"2312.13500","title":"Federated Continual Novel Class Learning","created":"2023-12-21","cited_by_count":4,"area":null},{"id":"2406.04898","title":"Labeled Data Selection for Category Discovery","created":"2024-06-07","cited_by_count":4,"area":null},{"id":"2307.03856","title":"Novel Categories Discovery Via Constraints on Empirical Prediction Statistics","created":"2023-07-07","cited_by_count":3,"area":null},{"id":"2401.05353","title":"ImbaGCD: Imbalanced Generalized Category Discovery","created":"2023-12-04","cited_by_count":3,"area":null},{"id":"2306.12919","title":"An Interactive Interface for Novel Class Discovery in Tabular Data","created":"2023-06-22","cited_by_count":2,"area":null},{"id":"2311.05440","title":"A Practical Approach to Novel Class Discovery in Tabular Data","created":"2023-11-09","cited_by_count":2,"area":null},{"id":"2206.12063","title":"Mutual Information-guided Knowledge Transfer for Novel Class Discovery","created":"2022-06-24","cited_by_count":1,"area":null},{"id":"2310.06221","title":"Detecting and Learning Out-of-Distribution Data in the Open world: Algorithm and Theory","created":"2023-10-10","cited_by_count":1,"area":null},{"id":"2106.15278","title":"Open-Set Representation Learning through Combinatorial Embedding","created":"2021-06-29","cited_by_count":0,"area":null},{"id":"2610.14913","title":"Bridging Risk Approximation Gaps in Model Predictive Task Sampling via In-Context Modeling","created":"2026-10-10","cited_by_count":0,"area":null}],"next_cursor":null}