Edge-level Link Prediction on Cora (MRR)
59.9MRRTrans. with X-LogSMask
Evaluation results
| Method | Links | |
|---|---|---|
| Trans. with X-LogSMaskconfiguration=1-layer2026.07 | 59.9 | |
| Trans. with X-LogSMaskconfiguration=full2026.07 | 59.9 | |
| LPFormertype=Graph Neural Networks2026.07 | 39.42 | |
| SAGEtype=Graph Neural Networks2026.07 | 37.83 | |
| NCNtype=Graph Neural Networks2026.07 | 32.93 | |
| GCNtype=Graph Neural Networks2026.07 | 32.5 | |
| AAtype=Heuristic Methods2026.07 | 31.87 | |
| RAtype=Heuristic Methods2026.07 | 30.79 | |
| NCNCtype=Graph Neural Networks2026.07 | 29.01 | |
| SEALtype=Graph Neural Networks2026.07 | 26.69 | |
| BUDDYtype=Graph Neural Networks2026.07 | 26.4 | |
| Neo-GNNtype=Graph Neural Networks2026.07 | 22.65 | |
| CNtype=Heuristic Methods2026.07 | 20.99 |