Link Prediction on C.ele (Hits@50)
74.28Hits@50MPLP
Evaluation Results
| Method | Links | |
|---|---|---|
| MPLP2023.09 | 74.28 | |
| MPLPSupervision=Supervised, Source=MPLP reported2026.05 | 74.28 | |
| L-GRACEAugmentation Strategy=optim2026.05 | 72.89 | |
| GRACEAugmentation Strategy=optim2026.05 | 72.75 | |
| MPLP+features=walk-level2023.09 | 72.73 | |
| MPLP+Supervision=Supervised, Source=MPLP reported2026.05 | 72.73 | |
| GRACEAugmentation Strategy=random2026.05 | 72.1 | |
| CSGCLAugmentation Strategy=optim2026.05 | 71.7 | |
| L-BGRLAugmentation Strategy=optim2026.05 | 71.03 | |
| L-GRACEAugmentation Strategy=random2026.05 | 70.56 | |
| BGRLAugmentation Strategy=optim2026.05 | 70.51 | |
| CSGCLAugmentation Strategy=random2026.05 | 70.09 | |
| BGRLAugmentation Strategy=random2026.05 | 67.41 | |
| L-BGRLAugmentation Strategy=random2026.05 | 65.52 | |
| SEAL2023.09 | 64.8 | |
| SEALSupervision=Supervised, Source=MPLP reported2026.05 | 64.8 | |
| ELPH2023.09 | 64.45 | |
| ELPHSupervision=Supervised, Source=MPLP reported2026.05 | 64.45 | |
| GCNSupervision=Supervised2026.05 | 63.61 | |
| Neo-GNN2023.09 | 63.22 | |
| RA2023.09 | 61.47 | |
| NCNC2023.09 | 60.49 | |
| NCNCSupervision=Supervised, Source=MPLP reported2026.05 | 60.49 | |
| SAGE2023.09 | 58.97 | |
| AA2023.09 | 58.34 | |
| CN2023.09 | 47.67 | |
| GCN2023.09 | 40.68 | |
| GCNSupervision=Supervised, Source=MPLP reported2026.05 | 40.68 |