Link Prediction on ogbl-collab
72.43Hits@50OCN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OCNPLNLP tricks=false2025.05 | 72.43 | — | — | — | — | |
| OCN2025.05 | 72.43 | — | — | — | — | |
| GIDN2023.02 | 70.96 | — | — | — | — | |
| GIDNPLNLP tricks=false2025.05 | 70.96 | — | — | — | — | |
| PLNLP2023.02 | 70.59 | — | — | — | — | |
| PLNLPPLNLP tricks=false2025.05 | 70.59 | — | — | — | — | |
| PLNLP2025.05 | 70.59 | — | — | — | — | |
| OCNPPLNLP tricks=true2025.05 | 69.89 | — | — | — | — | |
| OCNPLNLP tricks=true2025.05 | 69.03 | — | — | — | — | |
| LPFormer2025.10 | 68.14 | — | — | — | — | |
| NCNtricks=PLNLP2023.02 | 68.04 | — | — | — | — | |
| NCNPLNLP tricks=true2025.05 | 68.04 | — | — | — | — | |
| OCNPPLNLP tricks=false2025.05 | 67.74 | — | — | — | — | |
| OCNP2025.05 | 67.74 | — | — | — | — | |
| TAU2025.10 | 67.67 | — | — | — | — | |
| PoS+2023.01 | 66.83 | — | — | — | — | |
| NCNC2023.02 | 66.61 | — | — | — | — | |
| NCNC2025.05 | 66.61 | — | — | — | — | |
| NCNC2025.10 | 66.61 | — | — | — | — | |
| BUDDY2023.01 | 65.94 | — | — | — | — | |
| BUDDY2025.05 | 65.94 | — | — | — | — | |
| BUDDY2025.10 | 65.94 | — | — | — | — | |
| NCN2023.02 | 64.76 | — | — | — | — | |
| NCN2025.05 | 64.76 | — | — | — | — | |
| NCN2025.10 | 64.76 | — | — | — | — | |
| SEAL2023.01 | 64.74 | — | — | — | — | |
| SEAL2025.05 | 64.74 | — | — | — | — | |
| SEAL2025.10 | 64.74 | — | — | — | — | |
| AA2023.01 | 64.35 | — | — | — | — | |
| AA2025.05 | 64.35 | — | — | — | — | |
| RA2025.05 | 64 | — | — | — | — | |
| Neo-GNN2025.05 | 57.52 | — | — | — | — | |
| Neo-GNN2025.10 | 57.52 | — | — | — | — | |
| CN2023.01 | 56.44 | — | — | — | — | |
| CN2025.05 | 56.44 | — | — | — | — | |
| LINE2023.02 | 55.13 | — | — | — | — | |
| LINEPLNLP tricks=false2025.05 | 55.13 | — | — | — | — | |
| SEAL-DGCNNGNN Framework=NGNN2021.11 | 54.82 | — | — | 46.19 | 60.7 | |
| SEAL-DGCNNGNN Framework=Vanilla GNN2021.11 | 54.7 | — | — | 45.76 | 60.13 | |
| GraphSage-fullGNN Framework=NGNN2021.11 | 52.62 | — | 36.83 | — | 57.96 | |
| GCN-fullGNN Framework=NGNN2021.11 | 51.83 | — | 36.69 | — | 57.41 | |
| GraphSage-fullGNN Framework=Vanilla GNN2021.11 | 51.66 | — | 32.59 | — | 56.91 | |
| DeepWalk2023.02 | 50.37 | — | — | — | — | |
| DEEPWALKPLNLP tricks=false2025.05 | 50.37 | — | — | — | — | |
| GCN-fullGNN Framework=Vanilla GNN2021.11 | 49.52 | — | 35.94 | — | 55.74 | |
| GraphSAGE2023.01 | 48.1 | — | — | — | — | |
| SAGE2025.05 | 48.1 | — | — | — | — | |
| GraphSAGE2025.10 | 48.1 | — | — | — | — | |
| GCN2023.01 | 44.75 | — | — | — | — | |
| GCN2025.05 | 44.75 | — | — | — | — | |
| GCN2025.10 | 44.75 | — | — | — | — | |
| Node2Vec2023.02 | 41.36 | — | — | — | — | |
| NODE2VECPLNLP tricks=false2025.05 | 41.36 | — | — | — | — | |
| Adamic-AdarFiltering Model=None, Ranking Model=Adamic-Adar2021.06 | — | 64.17 | — | — | — | |
| CommonFiltering Model=None, Ranking Model=Common2021.06 | — | 61.37 | — | — | — | |
| Cos-CommonFiltering Model=None, Ranking Model=Cos-Common2021.06 | — | 63.19 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=GCN2021.06 | — | 60.45 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=SAGE2021.06 | — | 60.25 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=Common2021.06 | — | 62.93 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=Adamic-Adar2021.06 | — | 64.75 | — | — | — | |
| Filter & RankFiltering Model=GCN, Ranking Model=Cos-Common2021.06 | — | 63.62 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=GCN2021.06 | — | 60.48 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=SAGE2021.06 | — | 59.89 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=Common2021.06 | — | 62.36 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=Adamic-Adar2021.06 | — | 64.69 | — | — | — | |
| Filter & RankFiltering Model=SAGE, Ranking Model=Cos-Common2021.06 | — | 63.75 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=GCN2021.06 | — | 60.79 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=SAGE2021.06 | — | 60.3 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=Common2021.06 | — | 62.78 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=Adamic-Adar2021.06 | — | 65.28 | — | — | — | |
| Filter & RankFiltering Model=Common, Ranking Model=Cos-Common2021.06 | — | 62.69 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=GCN2021.06 | — | 59.87 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=SAGE2021.06 | — | 60.03 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=Common2021.06 | — | 62.84 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=Adamic-Adar2021.06 | — | 65.23 | — | — | — | |
| Filter & RankFiltering Model=Adamic-Adar, Ranking Model=Cos-Common2021.06 | — | 62.75 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=GCN2021.06 | — | 60.97 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=SAGE2021.06 | — | 60.18 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=Common2021.06 | — | 62.3 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=Adamic-Adar2021.06 | — | 64.86 | — | — | — | |
| Filter & RankFiltering Model=Cos-Common, Ranking Model=Cos-Common2021.06 | — | 63.18 | — | — | — | |
| GCNFiltering Model=None, Ranking Model=GCN2021.06 | — | 60.05 | — | — | — | |
| GCNEvaluation Protocol=Supervised2025.10 | — | 44.75 | — | — | — | |
| GILTEvaluation Protocol=5-shot2025.10 | — | 67.83 | — | — | — | |
| MaskGAEEvaluation Protocol=Supervised2025.10 | — | 65.84 | — | — | — | |
| SAGEFiltering Model=None, Ranking Model=SAGE2021.06 | — | 60.41 | — | — | — | |
| SAGEEvaluation Protocol=Supervised2025.10 | — | 48.1 | — | — | — | |
| SEALEvaluation Protocol=Supervised2025.10 | — | 64.74 | — | — | — | |
| UniLPEvaluation Protocol=5-shot2025.10 | — | 58 | — | — | — |