Node Classification on PascalVOC-SP
48.28F1 Score (macro)MAVN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAVNBackbone=GatedGCN2026.06 | 48.28 | — | |
| GEAET2026.06 | 45.85 | — | |
| MPNN+VN2026.06 | 44.77 | — | |
| GraphGPS*2026.06 | 44.4 | — | |
| UniGCN2026.06 | 40.05 | — | |
| Exphormer2026.06 | 39.75 | — | |
| NBA2026.06 | 39.69 | — | |
| GatedGCN*2026.06 | 38.8 | — | |
| MAVNBackbone=GINE2026.06 | 35.94 | — | |
| DRew2026.06 | 33.14 | — | |
| MAVNBackbone=GCN2026.06 | 30.44 | — | |
| GINE*2026.06 | 27.18 | — | |
| Graph Cascades (Our Best)2026.06 | 25.4 | — | |
| OrderedGNN2026.06 | 24.1 | — | |
| GCN*2026.06 | 20.78 | — | |
| VCR2026.06 | 19.6 | — | |
| ACMGCN2026.06 | 17.7 | — | |
| H2GCN2026.06 | 16.6 | — | |
| Exphormer2026.06 | 14.6 | — | |
| GCN2026.06 | 13.8 | — | |
| NAG2026.06 | 13.8 | — | |
| GAT2026.06 | 11.9 | — | |
| CMGNN2026.06 | 11.5 | — | |
| M2MGNN2026.06 | 10.4 | — | |
| Gophormer2026.06 | 10.1 | — | |
| SAN2026.06 | 9.3 | — | |
| GGCN2026.06 | 9.3 | — | |
| GT2026.06 | 9.2 | — | |
| GraphGPS2026.06 | 9.2 | — | |
| GraphSAGE2026.06 | 9 | — | |
| GloGNN2026.06 | 3.9 | — | |
| ExphormerModel Class=GT2026.01 | — | 34.46 | |
| FloydNetModel Class=Ours2026.01 | — | 40.46 | |
| GCNModel Class=GNN2026.01 | — | 12.68 | |
| GPSModel Class=GT2026.01 | — | 37.24 | |
| Graph-MambaModel Class=SSM2026.01 | — | 41.91 | |
| QUESTAttention=QUEST2026.03 | — | 37.3 | |
| StandardAttention=Standard2026.03 | — | 37.5 |