Node Classification on ogbn-products (Accuracy %, Avg. Rank)
83.76AccuracyGAMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GAMLP2025.12 | 83.76 | 4.4 | |
| SAGN2025.12 | 81.21 | 5.6 | |
| GraphSAGE2025.12 | 80.61 | 6.8 | |
| SIGN2025.12 | 80.52 | 6.8 | |
| ATLAS-LPFNF=false, LPF=true2025.12 | 80.34 | 6 | |
| ATLASNF=false, LPF=false2025.12 | 79.98 | 4.4 | |
| ClusterGCN2025.12 | 78.62 | 8.6 | |
| LABOR2025.12 | 78.59 | 6.6 | |
| GCN2025.12 | 75.64 | 12.8 | |
| GraphSAINT2025.12 | 75.36 | 5.4 | |
| ATLAS-LPF-NFNF=true, LPF=true2025.12 | 75.14 | 9.4 | |
| ATLAS-NFNF=true, LPF=false2025.12 | 75.07 | 8.2 | |
| GRAPES2025.12 | 71.45 | 12 | |
| SGC2025.12 | 67.48 | 13.2 | |
| MLP2025.12 | 61.06 | 9.4 |