Link Prediction on ogbl-ddi (val)
89.65Hits@20 (%)ELGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| ELGNN2023.10 | 89.65 | |
| AGDNParams=3.51M2020.12 | 89.43 | |
| AGDN2023.10 | 89.43 | |
| PSG2023.10 | 83.06 | |
| GIDN2023.10 | 82.58 | |
| PLNLPParams=3.50M2020.12 | 82.42 | |
| PLNLP2023.10 | 82.42 | |
| GraphSAGEFeatures=Edge Attributes2023.10 | 80.11 | |
| GCNArchitecture=JKNet2023.10 | 67.76 | |
| GCN+LRGACategory=Plain GAE2020.10 | 66.75 | |
| GraphSAGECategory=Plain GAE2020.10 | 62.62 | |
| GraphSAGEParams=1.42M2020.12 | 62.62 | |
| GraphSAGE2023.10 | 62.62 | |
| GCNCategory=Plain GAE2020.10 | 55.5 | |
| GCNParams=1.29M2020.12 | 55.5 | |
| GCN2023.10 | 55.5 | |
| MFCategory=Non-GNN2020.10 | 33.7 | |
| Matrix FactorizationParams=1.22M2020.12 | 33.7 | |
| Node2vecCategory=Non-GNN2020.10 | 32.92 | |
| GCN+DECategory=Labeling Trick2020.10 | 29.85 | |
| GCN+DRNLCategory=Labeling Trick2020.10 | 29.47 | |
| SEALCategory=Labeling Trick2020.10 | 28.49 | |
| SEALParams=0.53M2020.12 | 28.49 | |
| AACategory=Non-GNN2020.10 | 9.66 | |
| Adamic AdarParams=02020.12 | 9.66 | |
| CNCategory=Non-GNN2020.10 | 9.47 | |
| Common NeighborParams=02020.12 | 9.47 | |
| Resource AllocationParams=02020.12 | 7.25 |