Generalized Category Discovery on Cora
52.85HRScoreGCD-FGL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCD-FGLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 52.85 | 66.67 | 43.78 | 47.92 | |
| SWIRLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 48.96 | 51.6 | 46.58 | 46.27 | |
| GCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 37.75 | 42.63 | 33.88 | 35.08 | |
| FedGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 37.44 | 52.24 | 29.18 | 32.35 | |
| AutoNovelFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 36.98 | 58.01 | 27.14 | 31.38 | |
| ORCAFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 34.4 | 41.67 | 29.29 | 30.99 | |
| SimGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 32.99 | 54.17 | 23.72 | 27.9 |