Node Classification on DGL dataset D (test)
78.6AccuracyGRAPH CASCADES
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAPH CASCADESBackbone=Our Best Accuracy2026.06 | 78.6 | |
| GraphormerCategory=GTs2026.06 | 73.2 | |
| GophormerCategory=GTs2026.06 | 71 | |
| ExphormerCategory=GTs2026.06 | 65.63 | |
| GATCategory=GNNs2026.06 | 58.99 | |
| GCNCategory=GNNs2026.06 | 55.63 | |
| GTCategory=GTs2026.06 | 54 | |
| GraphSAGECategory=GNNs2026.06 | 52.09 | |
| PolyFormerCategory=GTs2026.06 | 48.91 | |
| SpecFormerCategory=GTs2026.06 | 47.69 | |
| NAGCategory=GTs2026.06 | 46.17 | |
| SANCategory=GTs2026.06 | 46 | |
| SGFormerCategory=GTs2026.06 | 44.61 | |
| GraphGPSCategory=GTs2026.06 | 44 | |
| PPRGoCategory=GNNs2026.06 | 39.43 | |
| GRAND+Category=GNNs2026.06 | 39.37 | |
| VCRCategory=GTs2026.06 | 28.13 |