Link Prediction on Collaboration CS (test)
71.1Hits@50ELPH
Evaluation results
| Method | Links | |
|---|---|---|
| ELPHCategory=Pre-train & Fine-tune GNN2026.02 | 71.1 | |
| ELPHCategory=Pre-train Only GNN2026.02 | 70.69 | |
| TFMLinkerCategory=GFM2026.02 | 70.42 | |
| AACategory=Heuristics2026.02 | 68.22 | |
| RACategory=Heuristics2026.02 | 68.21 | |
| KatzCategory=Heuristics2026.02 | 66.32 | |
| UniLPCategory=GFM2026.02 | 64.59 | |
| SEALCategory=Pre-train Only GNN2026.02 | 62.82 | |
| SEALCategory=Pre-train & Fine-tune GNN2026.02 | 61.54 | |
| NCNCCategory=Pre-train & Fine-tune GNN2026.02 | 58.75 | |
| CNCategory=Heuristics2026.02 | 56.84 | |
| MPLPCategory=Pre-train & Fine-tune GNN2026.02 | 50.35 | |
| SPCategory=Heuristics2026.02 | 41.34 | |
| NCNCCategory=Pre-train Only GNN2026.02 | 34.27 | |
| MPLPCategory=Pre-train Only GNN2026.02 | 24.26 | |
| PACategory=Heuristics2026.02 | 6.49 | |
| GAECategory=Pre-train Only GNN2026.02 | 5.08 | |
| GAECategory=Pre-train & Fine-tune GNN2026.02 | 4.95 |