Node Classification on DGL dataset L (test)
89.57Accuracy (%)GRAPH CASCADES
Evaluation results
| Method | Links | |
|---|---|---|
| GRAPH CASCADESBackbone=Our Best Accuracy2026.06 | 89.57 | |
| GCNCategory=GNNs2026.06 | 89.46 | |
| GraphormerCategory=GTs2026.06 | 85.57 | |
| GophormerCategory=GTs2026.06 | 79.83 | |
| ExphormerCategory=GTs2026.06 | 76.31 | |
| NAGCategory=GTs2026.06 | 49.89 | |
| PolyFormerCategory=GTs2026.06 | 47.29 | |
| GraphGPSCategory=GTs2026.06 | 46.74 | |
| SpecFormerCategory=GTs2026.06 | 45.77 | |
| VCRCategory=GTs2026.06 | 44.66 | |
| GraphSAGECategory=GNNs2026.06 | 43.11 | |
| GATCategory=GNNs2026.06 | 43.11 | |
| PPRGoCategory=GNNs2026.06 | 43.11 | |
| GRAND+Category=GNNs2026.06 | 43.11 | |
| SGFormerCategory=GTs2026.06 | 42.8 | |
| SANCategory=GTs2026.06 | 29.4 | |
| GTCategory=GTs2026.06 | 23.23 |