Node Classification on DGL dataset K (test)
88.7Accuracy (%)GRAPH CASCADES
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAPH CASCADESBackbone=Our Best Accuracy2026.06 | 88.7 | |
| GraphSAGECategory=GNNs2026.06 | 87.33 | |
| NAGCategory=GTs2026.06 | 87.26 | |
| GCNCategory=GNNs2026.06 | 87.16 | |
| ExphormerCategory=GTs2026.06 | 86.97 | |
| GATCategory=GNNs2026.06 | 86.88 | |
| PolyFormerCategory=GTs2026.06 | 86.82 | |
| PPRGoCategory=GNNs2026.06 | 86.72 | |
| GTCategory=GTs2026.06 | 86.59 | |
| GRAND+Category=GNNs2026.06 | 85.95 | |
| SpecFormerCategory=GTs2026.06 | 85.58 | |
| SGFormerCategory=GTs2026.06 | 85.07 | |
| VCRCategory=GTs2026.06 | 83.25 | |
| GophormerCategory=GTs2026.06 | 40.4 |