Node Classification on ogbn-paper100M
65.69Micro-F1ScaleGNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ScaleGNNMethod Category=Ours2025.04 | 65.69 | 57.42 | |
| ScaleGNNbMethod Category=Ours2025.04 | 63.97 | 55.6 | |
| RpHGNNMethod Category=Scal. GNN2025.04 | 63.95 | 55.5 | |
| TOPMethod Category=Scal. GNN2025.04 | 63.95 | 55.48 | |
| SeHGNNMethod Category=Scal. GNN2025.04 | 63.75 | 54.74 | |
| GBPMethod Category=Deep GNN2025.04 | 62.66 | 53.97 | |
| S2GCMethod Category=Deep GNN2025.04 | 62.63 | 53.8 | |
| GAMLPMethod Category=Deep GNN2025.04 | 62.53 | 53.79 | |
| NARSMethod Category=Scal. GNN2025.04 | 62.52 | 53.63 | |
| Cluster-GCNMethod Category=Trad. GNN2025.04 | 62.34 | 54.02 | |
| SIGNMethod Category=Deep GNN2025.04 | 62.32 | 53.59 | |
| LazyGNNMethod Category=Deep GNN2025.04 | 61.97 | 53.55 | |
| GRAND+Method Category=Deep GNN2025.04 | 61.85 | 53.49 | |
| RGCNMethod Category=Trad. GNN2025.04 | 42.31 | 31.12 |