Link Prediction on PB (Hits@50)
52.55Hits@50MPLP
Evaluation Results
| Method | Links | |
|---|---|---|
| MPLP2023.09 | 52.55 | |
| MPLPSupervision=Supervised, Source=MPLP reported2026.05 | 52.55 | |
| L-GRACEAugmentation Strategy=random2026.05 | 51.98 | |
| MPLP+features=walk-level2023.09 | 51.81 | |
| MPLP+Supervision=Supervised, Source=MPLP reported2026.05 | 51.81 | |
| GCNSupervision=Supervised2026.05 | 50.94 | |
| L-GRACEAugmentation Strategy=optim2026.05 | 50.51 | |
| GRACEAugmentation Strategy=optim2026.05 | 49.56 | |
| CSGCLAugmentation Strategy=optim2026.05 | 49.42 | |
| BGRLAugmentation Strategy=optim2026.05 | 49 | |
| GRACEAugmentation Strategy=random2026.05 | 48.03 | |
| CSGCLAugmentation Strategy=random2026.05 | 47.92 | |
| L-BGRLAugmentation Strategy=random2026.05 | 47.72 | |
| L-BGRLAugmentation Strategy=optim2026.05 | 47.68 | |
| SAGE2023.09 | 47.26 | |
| BGRLAugmentation Strategy=random2026.05 | 47.24 | |
| ELPH2023.09 | 46.91 | |
| ELPHSupervision=Supervised, Source=MPLP reported2026.05 | 46.91 | |
| NCNC2023.09 | 46.85 | |
| NCNCSupervision=Supervised, Source=MPLP reported2026.05 | 46.85 | |
| SEAL2023.09 | 44.47 | |
| SEALSupervision=Supervised, Source=MPLP reported2026.05 | 44.47 | |
| Neo-GNN2023.09 | 44.04 | |
| AA2023.09 | 39.48 | |
| RA2023.09 | 38.94 | |
| GCN2023.09 | 37.32 | |
| GCNSupervision=Supervised, Source=MPLP reported2026.05 | 37.32 | |
| CN2023.09 | 37.22 |