Node Classification on DGL dataset H (test)
81.48AccuracyGraphormer
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphormerCategory=GTs2026.06 | 81.48 | |
| NAGCategory=GTs2026.06 | 77.24 | |
| ExphormerCategory=GTs2026.06 | 61.8 | |
| VCRCategory=GTs2026.06 | 61.64 | |
| GRAPH CASCADESBackbone=Our Best Accuracy2026.06 | 61.32 | |
| GCNCategory=GNNs2026.06 | 60.73 | |
| GraphSAGECategory=GNNs2026.06 | 59.27 | |
| GATCategory=GNNs2026.06 | 59.27 | |
| PPRGoCategory=GNNs2026.06 | 59.27 | |
| GRAND+Category=GNNs2026.06 | 59.27 | |
| SANCategory=GTs2026.06 | 59.27 | |
| PolyFormerCategory=GTs2026.06 | 58.11 | |
| GTCategory=GTs2026.06 | 56.32 | |
| SGFormerCategory=GTs2026.06 | 55.19 | |
| GraphGPSCategory=GTs2026.06 | 55.11 | |
| GophormerCategory=GTs2026.06 | 54.98 | |
| SpecFormerCategory=GTs2026.06 | 54.32 |