Link Prediction on ogbl-ppa
74.87Hits@100OCNP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OCNPPLNLP tricks=false2025.05 | 74.87 | — | — | — | |
| OCNP2025.05 | 74.87 | — | — | — | |
| OCNPPLNLP tricks=true2025.05 | 73.44 | — | — | — | |
| OCNPLNLP tricks=false2025.05 | 69.79 | — | — | — | |
| OCN2025.05 | 69.79 | — | — | — | |
| OCNPLNLP tricks=true2025.05 | 69.23 | — | — | — | |
| LPFormer2025.10 | 63.32 | — | — | — | |
| TAU2025.10 | 62.86 | — | — | — | |
| NCNC2023.02 | 61.42 | — | — | — | |
| NCNC2025.05 | 61.42 | — | — | — | |
| NCNC2025.10 | 61.42 | — | — | — | |
| NCN2023.02 | 61.19 | — | — | — | |
| NCN2025.05 | 61.19 | — | — | — | |
| NCN2025.10 | 61.19 | — | — | — | |
| SEAL-DGCNNGNN Framework=NGNN2021.11 | 56.44 | — | 20.82 | 37.25 | |
| BUDDY2023.01 | 49.85 | — | — | — | |
| BUDDY2025.05 | 49.85 | — | — | — | |
| BUDDY2025.10 | 49.85 | — | — | — | |
| SEAL-DGCNNGNN Framework=Vanilla GNN2021.11 | 49.36 | — | 16.1 | 32.58 | |
| RA2025.05 | 49.33 | — | — | — | |
| Neo-GNN2025.05 | 49.13 | — | — | — | |
| Neo-GNN2025.10 | 49.13 | — | — | — | |
| SEAL2023.01 | 48.8 | — | — | — | |
| SEAL2025.05 | 48.8 | — | — | — | |
| SEAL2025.10 | 48.8 | — | — | — | |
| PoS+2023.01 | 42.42 | — | — | — | |
| AA2023.01 | 32.45 | — | — | — | |
| AA2025.05 | 32.45 | — | — | — | |
| PLNLP2023.02 | 32.38 | — | — | — | |
| PLNLPPLNLP tricks=false2025.05 | 32.38 | — | — | — | |
| PLNLP2025.05 | 32.38 | — | — | — | |
| DeepWalk2023.02 | 28.88 | — | — | — | |
| DEEPWALKPLNLP tricks=false2025.05 | 28.88 | — | — | — | |
| Node2Vec2023.02 | 27.83 | — | — | — | |
| NODE2VECPLNLP tricks=false2025.05 | 27.83 | — | — | — | |
| CN2023.01 | 27.65 | — | — | — | |
| CN2025.05 | 27.65 | — | — | — | |
| GCN-fullGNN Framework=NGNN2021.11 | 26.78 | 5.64 | — | 18.44 | |
| LINE2023.02 | 26.03 | — | — | — | |
| LINEPLNLP tricks=false2025.05 | 26.03 | — | — | — | |
| GraphSage-fullGNN Framework=NGNN2021.11 | 24.45 | 3.52 | — | 15.55 | |
| GraphSage-fullGNN Framework=Vanilla GNN2021.11 | 23.56 | 3.68 | — | 15.02 | |
| GCN-fullGNN Framework=Vanilla GNN2021.11 | 20.21 | 4 | — | 14.23 | |
| GCN2023.01 | 18.67 | — | — | — | |
| GCN2025.05 | 18.67 | — | — | — | |
| GCN2025.10 | 18.67 | — | — | — | |
| GraphSAGE2023.01 | 16.55 | — | — | — | |
| SAGE2025.05 | 16.55 | — | — | — | |
| GraphSAGE2025.10 | 16.55 | — | — | — |