Node Classification on ogbn-products (Micro-F1, Macro-F1)
81.82Micro F1 ScoreScaleGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ScaleGNNMethod Category=Ours2025.04 | 81.82 | 72.47 | |
| TOPMethod Category=Scal. GNN2025.04 | 80.93 | 71.45 | |
| RpHGNNMethod Category=Scal. GNN2025.04 | 80.89 | 71.44 | |
| GAMLPMethod Category=Deep GNN2025.04 | 80.34 | 71.34 | |
| ScaleGNNbMethod Category=Ours2025.04 | 79.75 | 70.87 | |
| SeHGNNMethod Category=Scal. GNN2025.04 | 79.68 | 70.85 | |
| SIGNMethod Category=Deep GNN2025.04 | 78.21 | 70.1 | |
| NARSMethod Category=Scal. GNN2025.04 | 78.08 | 70.2 | |
| LazyGNNMethod Category=Deep GNN2025.04 | 77.6 | 69.9 | |
| GRAND+Method Category=Deep GNN2025.04 | 77.52 | 69.7 | |
| GBPMethod Category=Deep GNN2025.04 | 77.27 | 69.49 | |
| S2GCMethod Category=Deep GNN2025.04 | 77.09 | 69.54 | |
| Cluster-GCNMethod Category=Trad. GNN2025.04 | 71.59 | 63.88 | |
| RGCNMethod Category=Trad. GNN2025.04 | 48.94 | 48.04 |