Node Classification on Reddit OOD (test)
45.82F1 ScoreGCB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GCBupsampling ratio (gamma)=3, setting=OOD2026.04 | 45.82 | 60.65 | |
| GCBUpsampling ratio=2, Setting=OOD2026.04 | 43.74 | 57.99 | |
| MLPUpsampling ratio=2, Setting=OOD2026.04 | 17.03 | 51.28 | |
| GCNUpsampling ratio=2, Setting=OOD2026.04 | 16.65 | 50.74 | |
| MLPupsampling ratio (gamma)=3, setting=OOD2026.04 | 16.37 | 51.37 | |
| GCNupsampling ratio (gamma)=3, setting=OOD2026.04 | 16 | 49.23 | |
| SAGEUpsampling ratio=2, Setting=OOD2026.04 | 15.97 | 50.74 | |
| SAGEupsampling ratio (gamma)=3, setting=OOD2026.04 | 14.36 | 48.96 | |
| GTupsampling ratio (gamma)=3, setting=OOD2026.04 | 14.18 | 49.59 | |
| GATupsampling ratio (gamma)=3, setting=OOD2026.04 | 13.85 | 49.44 | |
| GTUpsampling ratio=2, Setting=OOD2026.04 | 13.22 | 50.14 | |
| GATUpsampling ratio=2, Setting=OOD2026.04 | 13.06 | 49.78 | |
| GIBUpsampling ratio=2, Setting=OOD2026.04 | 8.53 | 49.99 | |
| GIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 8.48 | 50.01 | |
| DIR-GNNUpsampling ratio=2, Setting=OOD2026.04 | 8.46 | 50 | |
| VGIBUpsampling ratio=2, Setting=OOD2026.04 | 8.46 | 50 | |
| SEGNNUpsampling ratio=2, Setting=OOD2026.04 | 8.46 | 50 | |
| DIR-GNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 8.46 | 50 | |
| VGIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 8.46 | 50 | |
| SEGNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 8.46 | 50 |