Node Classification on Citeseer OOD (test)
60.19F1 ScoreGCB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCB2026.04 | 60.19 | 67.12 | |
| GCBupsampling ratio (gamma)=3, setting=OOD2026.04 | 57.85 | 65.62 | |
| GCBUpsampling ratio=2, Setting=OOD2026.04 | 57.46 | 65.48 | |
| GCN2026.04 | 46.52 | 59.64 | |
| MLPupsampling ratio (gamma)=3, setting=OOD2026.04 | 45.73 | 58.72 | |
| GAT2026.04 | 45.62 | 58.77 | |
| MLPUpsampling ratio=2, Setting=OOD2026.04 | 44.89 | 60.49 | |
| GATUpsampling ratio=2, Setting=OOD2026.04 | 44.71 | 60.63 | |
| GATupsampling ratio (gamma)=3, setting=OOD2026.04 | 43.09 | 58.16 | |
| GCNupsampling ratio (gamma)=3, setting=OOD2026.04 | 41.59 | 56.9 | |
| GCNUpsampling ratio=2, Setting=OOD2026.04 | 41.06 | 56.08 | |
| SAGEUpsampling ratio=2, Setting=OOD2026.04 | 40.99 | 56.02 | |
| GTUpsampling ratio=2, Setting=OOD2026.04 | 40.57 | 56.93 | |
| MLP2026.04 | 38.44 | 54.34 | |
| SAGEupsampling ratio (gamma)=3, setting=OOD2026.04 | 36.25 | 52.63 | |
| GTupsampling ratio (gamma)=3, setting=OOD2026.04 | 36.12 | 53.1 | |
| SAGE2026.04 | 30.87 | 48.42 | |
| GT2026.04 | 28.38 | 48.22 | |
| SEGNNUpsampling ratio=2, Setting=OOD2026.04 | 25.59 | 45.69 | |
| SEGNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 25.15 | 43.7 | |
| VGIB2026.04 | 22.26 | 47.72 | |
| SEGNN2026.04 | 19.92 | 42.89 | |
| GIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 17.72 | 44.14 | |
| VGIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 17.14 | 44.5 | |
| GIBUpsampling ratio=2, Setting=OOD2026.04 | 16.98 | 43.81 | |
| VGIBUpsampling ratio=2, Setting=OOD2026.04 | 15.61 | 44.07 | |
| GIB2026.04 | 15.52 | 42.31 | |
| DIR-GNN2026.04 | 15.31 | 42.93 | |
| DIR-GNNUpsampling ratio=2, Setting=OOD2026.04 | 15.18 | 42.44 | |
| DIR-GNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 14.7 | 43.15 |