Link prediction on Power (Hits@50)
36.22Hits@50CSGCL
Evaluation Results
| Method | Links | |
|---|---|---|
| CSGCLAugmentation Strategy=optim2026.05 | 36.22 | |
| GRACEAugmentation Strategy=optim2026.05 | 36.15 | |
| BGRLAugmentation Strategy=optim2026.05 | 35.34 | |
| CSGCLAugmentation Strategy=random2026.05 | 35.08 | |
| L-GRACEAugmentation Strategy=optim2026.05 | 35.08 | |
| L-BGRLAugmentation Strategy=optim2026.05 | 34.94 | |
| MPLP2023.09 | 32.66 | |
| MPLPSupervision=Supervised, Source=MPLP reported2026.05 | 32.66 | |
| GRACEAugmentation Strategy=random2026.05 | 32.15 | |
| MPLP+features=walk-level2023.09 | 31.86 | |
| MPLP+Supervision=Supervised, Source=MPLP reported2026.05 | 31.86 | |
| SEAL2023.09 | 31.46 | |
| SEALSupervision=Supervised, Source=MPLP reported2026.05 | 31.46 | |
| L-GRACEAugmentation Strategy=random2026.05 | 30.58 | |
| GCNSupervision=Supervised2026.05 | 30.37 | |
| ELPH2023.09 | 26.61 | |
| ELPHSupervision=Supervised, Source=MPLP reported2026.05 | 26.61 | |
| BGRLAugmentation Strategy=random2026.05 | 25.67 | |
| L-BGRLAugmentation Strategy=random2026.05 | 23.66 | |
| NCNC2023.09 | 23.28 | |
| NCNCSupervision=Supervised, Source=MPLP reported2026.05 | 23.28 | |
| Neo-GNN2023.09 | 21.98 | |
| GCN2023.09 | 15.4 | |
| GCNSupervision=Supervised, Source=MPLP reported2026.05 | 15.4 | |
| CN2023.09 | 11.57 | |
| AA2023.09 | 11.57 | |
| RA2023.09 | 11.57 | |
| SAGE2023.09 | 6.89 |