Link Prediction on NS (Hits@50)
90.02Hits@50MPLP
Evaluation Results
| Method | Links | |
|---|---|---|
| MPLP2023.09 | 90.02 | |
| MPLPSupervision=Supervised, Source=MPLP reported2026.05 | 90.02 | |
| MPLP+features=walk-level2023.09 | 88.91 | |
| MPLP+Supervision=Supervised, Source=MPLP reported2026.05 | 88.91 | |
| ELPH2023.09 | 88.49 | |
| ELPHSupervision=Supervised, Source=MPLP reported2026.05 | 88.49 | |
| SEAL2023.09 | 86.59 | |
| SEALSupervision=Supervised, Source=MPLP reported2026.05 | 86.59 | |
| L-BGRLAugmentation Strategy=optim2026.05 | 85 | |
| Neo-GNN2023.09 | 83.54 | |
| BGRLAugmentation Strategy=optim2026.05 | 83.47 | |
| L-GRACEAugmentation Strategy=optim2026.05 | 83.34 | |
| NCNC2023.09 | 83.18 | |
| NCNCSupervision=Supervised, Source=MPLP reported2026.05 | 83.18 | |
| CSGCLAugmentation Strategy=optim2026.05 | 82.45 | |
| GRACEAugmentation Strategy=optim2026.05 | 82.24 | |
| CSGCLAugmentation Strategy=random2026.05 | 81.73 | |
| GCNSupervision=Supervised2026.05 | 80.91 | |
| L-GRACEAugmentation Strategy=random2026.05 | 80.8 | |
| CN2023.09 | 80.52 | |
| BGRLAugmentation Strategy=random2026.05 | 80.49 | |
| L-BGRLAugmentation Strategy=random2026.05 | 80.02 | |
| GRACEAugmentation Strategy=random2026.05 | 79.84 | |
| GCN2023.09 | 78.32 | |
| GCNSupervision=Supervised, Source=MPLP reported2026.05 | 78.32 | |
| AA2023.09 | 74 | |
| RA2023.09 | 74 | |
| SAGE2023.09 | 56.62 |