Node Classification on Instagram OOD (test)
56.8F1 ScoreGCB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCB2026.04 | 56.8 | 58.47 | |
| GCBupsampling ratio (gamma)=3, setting=OOD2026.04 | 54.54 | 56.39 | |
| GCBUpsampling ratio=2, Setting=OOD2026.04 | 53.2 | 55.89 | |
| GCNUpsampling ratio=2, Setting=OOD2026.04 | 39.36 | 52.54 | |
| GCNupsampling ratio (gamma)=3, setting=OOD2026.04 | 37.73 | 51.58 | |
| MLPupsampling ratio (gamma)=3, setting=OOD2026.04 | 37.04 | 52.33 | |
| GCN2026.04 | 36.98 | 50.01 | |
| SAGEUpsampling ratio=2, Setting=OOD2026.04 | 35.71 | 51.76 | |
| MLPUpsampling ratio=2, Setting=OOD2026.04 | 35.55 | 51.54 | |
| MLP2026.04 | 35.42 | 51.69 | |
| SAGEupsampling ratio (gamma)=3, setting=OOD2026.04 | 35.04 | 51.47 | |
| GATupsampling ratio (gamma)=3, setting=OOD2026.04 | 34.77 | 51.5 | |
| GTUpsampling ratio=2, Setting=OOD2026.04 | 33.83 | 51.47 | |
| GATUpsampling ratio=2, Setting=OOD2026.04 | 33.42 | 51.49 | |
| GAT2026.04 | 33.31 | 50.18 | |
| GTupsampling ratio (gamma)=3, setting=OOD2026.04 | 33.16 | 50.15 | |
| SAGE2026.04 | 31.46 | 48.27 | |
| GT2026.04 | 30.9 | 48.06 | |
| GIBUpsampling ratio=2, Setting=OOD2026.04 | 26.76 | 50.01 | |
| GIB2026.04 | 26.75 | 50 | |
| DIR-GNNUpsampling ratio=2, Setting=OOD2026.04 | 26.74 | 50 | |
| VGIBUpsampling ratio=2, Setting=OOD2026.04 | 26.74 | 50 | |
| SEGNNUpsampling ratio=2, Setting=OOD2026.04 | 26.74 | 50 | |
| DIR-GNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 26.74 | 50 | |
| GIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 26.74 | 50 | |
| VGIBupsampling ratio (gamma)=3, setting=OOD2026.04 | 26.74 | 50 | |
| SEGNNupsampling ratio (gamma)=3, setting=OOD2026.04 | 26.74 | 50 | |
| DIR-GNN2026.04 | 26.74 | 50 | |
| VGIB2026.04 | 26.74 | 50 | |
| SEGNN2026.04 | 26.74 | 50 |