Node Classification on Yelp (micro-F1, Avg. Rank)
65.46Micro-F1MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLP2025.12 | 65.46 | 9.4 | |
| ATLASNF=false, LPF=false2025.12 | 65.46 | 4.4 | |
| GraphSAINT2025.12 | 65.3 | 5.4 | |
| GraphSAGE2025.12 | 63.4 | 6.8 | |
| GB-CGNN2026.03 | 62.68 | — | |
| GraphSAGE2026.03 | 61.63 | — | |
| LABOR2025.12 | 61.57 | 6.6 | |
| SAGN2025.12 | 61.55 | 5.6 | |
| GB-CGNNfine-grained binary splitting=false2026.03 | 61.29 | — | |
| GAT2026.03 | 61.22 | — | |
| ClusterGCN2025.12 | 60.9 | 8.6 | |
| Cluster-GCN2026.03 | 60.3 | — | |
| ATLAS-LPFNF=false, LPF=true2025.12 | 60.2 | 6 | |
| SIGN2025.12 | 57.98 | 6.8 | |
| GAMLP2025.12 | 57.84 | 4.4 | |
| ATLAS-NFNF=true, LPF=false2025.12 | 57.4 | 8.2 | |
| ATLAS-LPF-NFNF=true, LPF=true2025.12 | 51.92 | 9.4 | |
| GRAPES2025.12 | 44.57 | 12 | |
| GCN2025.12 | 37.8 | 12.8 | |
| FastGCN2026.03 | 26.51 | — | |
| SGC2025.12 | 23.56 | 13.2 | |
| GCN2026.03 | 17.41 | — |