Generalized Category Discovery on CiteSeer
59.78HR ScoreGCD-FGL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCD-FGLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 59.78 | 60.73 | 58.85 | 59.94 | |
| SWIRLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 57.16 | 55.66 | 58.75 | 58.07 | |
| ORCAFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 49.01 | 66.07 | 38.95 | 44.95 | |
| AutoNovelFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 44.62 | 52.78 | 38.64 | 41.77 | |
| SimGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 40.78 | 37.7 | 44.41 | 42.93 | |
| GCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 38.81 | 38.42 | 39.2 | 39.03 | |
| FedGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 32.01 | 59.07 | 21.95 | 30.17 |