Node Classification on AmazonProducts (micro-F1, Avg. Rank)
82.04micro-F1MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLP2025.12 | 82.04 | 9.4 | |
| ATLASNF=false, LPF=false2025.12 | 82.04 | 4.4 | |
| GraphSAINT2025.12 | 81.5 | 5.4 | |
| ATLAS-NFNF=true, LPF=false2025.12 | 77.83 | 8.2 | |
| SAGN2025.12 | 76.82 | 5.6 | |
| GAMLP2025.12 | 75.99 | 4.4 | |
| ClusterGCN2025.12 | 75.9 | 8.6 | |
| GraphSAGE2025.12 | 75.8 | 6.8 | |
| SIGN2025.12 | 74.24 | 6.8 | |
| LABOR2025.12 | 68.25 | 6.6 | |
| GRAPES2025.12 | 62.01 | 12 | |
| ATLAS-LPFNF=false, LPF=true2025.12 | 56.64 | 6 | |
| ATLAS-LPF-NFNF=true, LPF=true2025.12 | 53.7 | 9.4 | |
| GCN2025.12 | 28.1 | 12.8 | |
| SGC2025.12 | 22.62 | 13.2 |