Node Classification on WikiCS OOD (test)
56.99F1 ScoreGAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GATupsampling ratio (gamma)=3, setting=OOD2026.04 | 56.99 | 65.85 | |
| GATUpsampling ratio=2, Setting=OOD2026.04 | 56.41 | 64.32 | |
| GCBUpsampling ratio=2, Setting=OOD2026.04 | 55.19 | 66.36 | |
| MLPupsampling ratio (gamma)=3, setting=OOD2026.04 | 55.01 | 65.33 | |
| GCNupsampling ratio (gamma)=3, setting=OOD2026.04 | 54.99 | 61.65 | |
| GCBupsampling ratio (gamma)=3, setting=OOD2026.04 | 54.97 | 66.7 | |
| GTupsampling ratio (gamma)=3, setting=OOD2026.04 | 54.83 | 62.58 | |
| VGIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 54.74 | 63.15 | |
| VGIBUpsampling ratio=2, Setting=OOD2026.04 | 54.31 | 63.54 | |
| MLPUpsampling ratio=2, Setting=OOD2026.04 | 53.82 | 63.23 | |
| GCNUpsampling ratio=2, Setting=OOD2026.04 | 53.8 | 60.37 | |
| SAGEupsampling ratio (gamma)=3, setting=OOD2026.04 | 52.43 | 60.92 | |
| GTUpsampling ratio=2, Setting=OOD2026.04 | 51.1 | 59.51 | |
| SAGEUpsampling ratio=2, Setting=OOD2026.04 | 49.65 | 60.2 | |
| SEGNNUpsampling ratio=2, Setting=OOD2026.04 | 37.26 | 49.8 | |
| SEGNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 27.85 | 43.33 | |
| GIBUpsampling ratio=2, Setting=OOD2026.04 | 23.93 | 41.1 | |
| DIR-GNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 23.6 | 42.84 | |
| DIR-GNNUpsampling ratio=2, Setting=OOD2026.04 | 23.41 | 42.89 | |
| GIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 20.3 | 35.16 |