Node Classification on DGL dataset F (test)
88.09AccuracyGraphSAGE
Evaluation results
| Method | Links | |
|---|---|---|
| GraphSAGECategory=GNNs2026.06 | 88.09 | |
| GCNCategory=GNNs2026.06 | 87.96 | |
| GATCategory=GNNs2026.06 | 87.38 | |
| GRAPH CASCADESBackbone=Our Best Accuracy2026.06 | 87.29 | |
| NAGCategory=GTs2026.06 | 86.75 | |
| GraphGPSCategory=GTs2026.06 | 86.65 | |
| GTCategory=GTs2026.06 | 85.41 | |
| VCRCategory=GTs2026.06 | 85.41 | |
| SANCategory=GTs2026.06 | 85.07 | |
| PPRGoCategory=GNNs2026.06 | 84.3 | |
| GRAND+Category=GNNs2026.06 | 83.7 | |
| PolyFormerCategory=GTs2026.06 | 83.51 | |
| SpecFormerCategory=GTs2026.06 | 82.49 | |
| SGFormerCategory=GTs2026.06 | 81.41 | |
| ExphormerCategory=GTs2026.06 | 78.17 | |
| GophormerCategory=GTs2026.06 | 49.18 | |
| GraphormerCategory=GTs2026.06 | 35.89 |