Node Classification on COCO-SP
38.95Macro F1 ScoreGEAET
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GEAET2026.06 | 38.95 | — | |
| GraphGPS*2026.06 | 38.84 | — | |
| MAVNBackbone=GatedGCN2026.06 | 37.41 | — | |
| Exphormer2026.06 | 34.55 | — | |
| MPNN+VN2026.06 | 32.44 | — | |
| UniGCN2026.06 | 31.53 | — | |
| GatedGCN*2026.06 | 29.22 | — | |
| MAVNBackbone=GINE2026.06 | 24.43 | — | |
| GINE*2026.06 | 21.25 | — | |
| MAVNBackbone=GCN2026.06 | 18.72 | — | |
| OrderedGNN2026.06 | 14.4 | — | |
| Graph Cascades (Our Best)2026.06 | 14.4 | — | |
| GCN*2026.06 | 13.38 | — | |
| ACMGCN2026.06 | 12.6 | — | |
| VCR2026.06 | 10.2 | — | |
| H2GCN2026.06 | 7.8 | — | |
| Exphormer2026.06 | 7.7 | — | |
| NAG2026.06 | 7.4 | — | |
| GAT2026.06 | 6.7 | — | |
| CMGNN2026.06 | 6.5 | — | |
| GCN2026.06 | 6.3 | — | |
| GT2026.06 | 6.3 | — | |
| Gophormer2026.06 | 6.3 | — | |
| SAN2026.06 | 6.3 | — | |
| GraphGPS2026.06 | 6.3 | — | |
| GGCN2026.06 | 6.3 | — | |
| M2MGNN2026.06 | 6.3 | — | |
| GraphSAGE2026.06 | 6.2 | — | |
| GloGNN2026.06 | 0.1 | — | |
| ExphormerModel Class=GT2026.01 | — | 34.3 | |
| FloydNetModel Class=Ours2026.01 | — | 49.01 | |
| GCNModel Class=GNN2026.01 | — | 8.41 | |
| GPSModel Class=GT2026.01 | — | 37.74 | |
| Graph-MambaModel Class=SSM2026.01 | — | 39.6 | |
| QUESTAttention=QUEST2026.03 | — | 34.9 | |
| StandardAttention=Standard2026.03 | — | 34.1 |