Link Prediction on ogbl-ddi
97.65Hits@20OCNP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OCNPPLNLP tricks=false2025.05 | 97.65 | — | — | — | — | |
| OCNP2025.05 | 97.65 | — | — | — | — | |
| OCNPPLNLP tricks=true2025.05 | 97.43 | — | — | — | — | |
| OCNPLNLP tricks=false2025.05 | 97.42 | — | — | — | — | |
| OCN2025.05 | 97.42 | — | — | — | — | |
| OCNPLNLP tricks=true2025.05 | 94.25 | — | — | — | — | |
| GraphSage+EdgeAttrGNN Framework=NGNN2021.11 | 93.28 | — | — | 98.39 | 99.21 | |
| PLNLP2023.02 | 90.88 | — | — | — | — | |
| PLNLPPLNLP tricks=false2025.05 | 90.88 | — | — | — | — | |
| PLNLP2025.05 | 90.88 | — | — | — | — | |
| NCNtricks=PLNLP2023.02 | 90.83 | — | — | — | — | |
| NCNPLNLP tricks=true2025.05 | 90.83 | — | — | — | — | |
| GraphSage+EdgeAttrGNN Framework=Vanilla GNN2021.11 | 87.06 | — | — | 97.98 | 98.98 | |
| CFLPGraph encoder=JKNet2021.06 | 86.08 | — | — | — | — | |
| NCNC2023.02 | 84.11 | — | — | — | — | |
| NCNC2025.05 | 84.11 | — | — | — | — | |
| NCN2023.02 | 82.32 | — | — | — | — | |
| NCN2025.05 | 82.32 | — | — | — | — | |
| BUDDY2023.01 | 78.51 | — | — | — | — | |
| BUDDY2025.05 | 78.51 | — | — | — | — | |
| CFLPGraph encoder=GSAGE2021.06 | 75.49 | — | — | — | — | |
| Neo-GNN2025.05 | 63.57 | — | — | — | — | |
| JKNet2021.06 | 60.56 | — | — | — | — | |
| GSAGE2021.06 | 53.9 | — | — | — | — | |
| GraphSAGE2023.01 | 53.9 | — | — | — | — | |
| SAGE2025.05 | 53.9 | — | — | — | — | |
| CFLPGraph encoder=GCN2021.06 | 52.51 | — | — | — | — | |
| GCN2021.06 | 37.07 | — | — | — | — | |
| GCN2023.01 | 37.07 | — | — | — | — | |
| GCN2025.05 | 37.07 | — | — | — | — | |
| SEAL-DGCNNGNN Framework=NGNN2021.11 | 31.93 | — | — | 42.39 | 49.63 | |
| SEAL-DGCNNGNN Framework=Vanilla GNN2021.11 | 30.75 | — | — | 43.99 | 51.25 | |
| SEAL2021.06 | 30.56 | — | — | — | — | |
| SEAL2023.01 | 30.56 | — | — | — | — | |
| SEAL2025.05 | 30.56 | — | — | — | — | |
| RA2025.05 | 27.6 | — | — | — | — | |
| DeepWalk2023.02 | 26.42 | — | — | — | — | |
| DEEPWALKPLNLP tricks=false2025.05 | 26.42 | — | — | — | — | |
| Node2Vec2021.06 | 23.26 | — | — | — | — | |
| PoS+2023.01 | 22.24 | — | — | — | — | |
| Node2Vec2023.02 | 21.95 | — | — | — | — | |
| NODE2VECPLNLP tricks=false2025.05 | 21.95 | — | — | — | — | |
| AA2023.01 | 18.61 | — | — | — | — | |
| AA2025.05 | 18.61 | — | — | — | — | |
| CN2023.01 | 17.73 | — | — | — | — | |
| CN2025.05 | 17.73 | — | — | — | — | |
| VGAE2021.06 | 11.71 | — | — | — | — | |
| LINE2023.02 | 10.15 | — | — | — | — | |
| LINEPLNLP tricks=false2025.05 | 10.15 | — | — | — | — | |
| MVGRL2021.06 | 10.02 | — | — | — | — | |
| NBFnet2025.05 | 4 | — | — | — | — | |
| Adamic-AdarFiltering Model=None, Ranking Model=Adamic-Adar2021.06 | — | 18.61 | — | — | — | |
| CFLPgraph encoder=GCN2021.06 | — | — | — | 62.47 | — | |
| CFLPgraph encoder=GSAGE2021.06 | — | — | — | 83.32 | — | |
| CFLPgraph encoder=JKNet2021.06 | — | — | — | 93.07 | — | |
| CommonFiltering Model=None, Ranking Model=Common2021.06 | — | 17.73 | — | — | — | |
| Cos-CommonFiltering Model=None, Ranking Model=Cos-Common2021.06 | — | 6.64 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=GCN2021.06 | — | 53.43 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=SAGE2021.06 | — | 76.32 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=Common2021.06 | — | 16.68 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=Adamic-Adar2021.06 | — | 16.85 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=Cos-Common2021.06 | — | 5.4 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=GCN2021.06 | — | 61.79 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=SAGE2021.06 | — | 70.68 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=Common2021.06 | — | 17.48 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=Adamic-Adar2021.06 | — | 18.75 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=Cos-Common2021.06 | — | 5.11 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=GCN2021.06 | — | 23.27 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=SAGE2021.06 | — | 35.7 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=Common2021.06 | — | 11.73 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=Adamic-Adar2021.06 | — | 12.15 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=Cos-Common2021.06 | — | 9.16 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=GCN2021.06 | — | 23.61 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=SAGE2021.06 | — | 34.48 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=Common2021.06 | — | 11.62 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=Adamic-Adar2021.06 | — | 11.94 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=Cos-Common2021.06 | — | 9.37 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=GCN2021.06 | — | 13.32 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=SAGE2021.06 | — | 17.59 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=Common2021.06 | — | 24.07 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=Adamic-Adar2021.06 | — | 24.38 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=Cos-Common2021.06 | — | 0 | — | — | — | |
| GCNFiltering Model=None, Ranking Model=GCN2021.06 | — | 41.4 | — | — | — | |
| GCN2021.06 | — | — | — | 73.7 | — | |
| GCN-fullGNN Framework=Vanilla GNN2021.11 | — | — | 47.82 | 79.56 | 87.58 | |
| GCN-fullGNN Framework=NGNN2021.11 | — | — | 48.22 | 82.56 | 89.48 | |
| GraphSage-fullGNN Framework=Vanilla GNN2021.11 | — | — | 54.27 | 82.18 | 91.94 | |
| GraphSage-fullGNN Framework=NGNN2021.11 | — | — | 60.75 | 84.58 | 92.58 | |
| GSAGE2021.06 | — | — | — | 86.83 | — | |
| JKNet2021.06 | — | — | — | 91.48 | — | |
| MVGRL2021.06 | — | — | — | 12.03 | — | |
| Node2Vec2021.06 | — | — | — | 24.34 | — | |
| SAGEFiltering Model=None, Ranking Model=SAGE2021.06 | — | 52.68 | — | — | — | |
| SEAL2021.06 | — | — | — | 40.85 | — | |
| VGAE2021.06 | — | — | — | 23 | — |