Node Classification on Flickr
53.35Micro F1RADE-OF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RADE-OFBackbone=GIN2026.05 | 53.35 | — | |
| DropoutBackbone=GIN2026.05 | 53.25 | — | |
| RADE-OFSBackbone=GIN2026.05 | 53.02 | — | |
| GINBackbone=GIN2026.05 | 52.98 | — | |
| DropMessageBackbone=GIN2026.05 | 52.98 | — | |
| DropNodeBackbone=GIN2026.05 | 52.83 | — | |
| ATLAS-LPF-NFNF=true, LPF=true2025.12 | 52.8 | 9.4 | |
| DropEdgeBackbone=GIN2026.05 | 52.74 | — | |
| ATLAS-NFNF=true, LPF=false2025.12 | 52.72 | 8.2 | |
| GAMLP2025.12 | 52.58 | 4.4 | |
| RADE-OFBackbone=GCN2026.05 | 52.25 | — | |
| DropMessageBackbone=GCN2026.05 | 52.23 | — | |
| DropEdgeBackbone=GCN2026.05 | 52.08 | — | |
| DropNodeBackbone=GCN2026.05 | 52.07 | — | |
| DropoutBackbone=GCN2026.05 | 52.02 | — | |
| RADE-OFBackbone=GAT2026.05 | 51.98 | — | |
| DropNodeBackbone=GAT2026.05 | 51.95 | — | |
| RADE-OFSBackbone=GAT2026.05 | 51.94 | — | |
| DropEdgeBackbone=GAT2026.05 | 51.92 | — | |
| RADE-OFSBackbone=GCN2026.05 | 51.92 | — | |
| GCNBackbone=GCN2026.05 | 51.89 | — | |
| ATLAS-LPFNF=false, LPF=true2025.12 | 51.77 | 6 | |
| LABOR2025.12 | 51.67 | 6.6 | |
| SIGN2025.12 | 51.6 | 6.8 | |
| ATLASNF=false, LPF=false2025.12 | 51.56 | 4.4 | |
| DropoutBackbone=GAT2026.05 | 51.41 | — | |
| GATBackbone=GAT2026.05 | 51.4 | — | |
| DropMessageBackbone=GAT2026.05 | 51.3 | — | |
| GraphSAINT2025.12 | 51.1 | 5.4 | |
| SGC2025.12 | 50.35 | 13.2 | |
| GraphSAGE2025.12 | 50.1 | 6.8 | |
| SAGN2025.12 | 50.07 | 5.6 | |
| GRAPES2025.12 | 49.54 | 12 | |
| GCN2025.12 | 49.2 | 12.8 | |
| GB-CGNN2026.03 | 48.45 | — | |
| GB-CGNNfine-grained binary splitting=false2026.03 | 48.31 | — | |
| GraphSAINT2026.03 | 48.29 | — | |
| ClusterGCN2025.12 | 48.1 | 8.6 | |
| MLP2025.12 | 47.17 | 9.4 | |
| Cluster-GCN2026.03 | 45.53 | — | |
| FastGCN2026.03 | 42.07 | — | |
| GCN2026.03 | 41.97 | — | |
| AS-GCN2026.03 | 41.97 | — | |
| GraphSAGE2026.03 | 39.92 | — |