Link Prediction on ogbl-collab (test)
70.69Hits@50GIDN + PSGv2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GIDN + PSGv22022.08 | 70.69 | — | — | — | |
| PLNLP + SIGN2022.08 | 70.62 | — | — | — | |
| PLNLP2021.12 | 70.59 | — | — | — | |
| GIDN2022.08 | 70.27 | — | — | — | |
| HOP-REC2021.12 | 70.12 | — | — | — | |
| PLNLPval as input=true2022.08 | 68.72 | — | — | — | |
| BUDDYInductive=true2024.05 | 65.94 | — | — | — | |
| PSGv2Label task=true2022.08 | 65.65 | — | — | — | |
| AAProposal Set=true2021.12 | 65.48 | — | — | — | |
| PSGval as input=true2022.08 | 65.05 | — | — | — | |
| NCNInductive=true2024.05 | 64.76 | — | — | — | |
| SEALCategory=Labeling Trick2020.10 | 64.74 | — | — | — | |
| SEAL2021.12 | 64.74 | — | — | — | |
| SEAL-nofeatval as input=true2022.08 | 64.74 | — | — | — | |
| SEALInductive=true2024.05 | 64.74 | — | — | — | |
| GCN+DECategory=Labeling Trick2020.10 | 64.44 | — | — | — | |
| GCN+DRNLCategory=Labeling Trick2020.10 | 64.4 | — | — | — | |
| NIDGCNInductive=true2024.05 | 64.31 | — | — | 119.7 | |
| AACategory=Non-GNN2020.10 | 64.17 | — | — | — | |
| AA2021.12 | 64.17 | — | — | — | |
| GCNInductive=true2024.05 | 64.05 | — | — | 517.1 | |
| CNCategory=Non-GNN2020.10 | 61.37 | — | — | — | |
| CN2021.12 | 61.37 | — | — | — | |
| Neo-GNNinitializations=10 random, GCN adaptive combination=true2022.06 | 57.52 | — | — | — | |
| Neo-GNNInductive=true2024.05 | 57.52 | — | — | — | |
| SHADOW-SAGE2022.01 | 54.92 | — | — | — | |
| GDGNN-VertType=Vertical2022.10 | 54.74 | — | — | — | |
| GraphSAGECategory=Plain GAE2020.10 | 54.63 | — | — | — | |
| SAGE2021.12 | 54.63 | — | — | — | |
| GraphSAGEval as input=true2022.08 | 54.63 | — | — | — | |
| GDGNN-HorType=Horizontal2022.10 | 54.52 | — | — | — | |
| lrGAE 8Method Category=Structure-based2024.10 | 54.4 | — | — | — | |
| SEALinitializations=10 random2022.06 | 54.37 | — | — | — | |
| SEAL2022.10 | 54.37 | — | — | — | |
| SEAL2022.01 | 53.71 | — | — | — | |
| lrGAE 7Method Category=Structure-based2024.10 | 53.5 | — | — | — | |
| MaskGAEMethod Category=Structure-based2024.10 | 53.2 | — | — | — | |
| Adamic Adarinitializations=10 random2022.06 | 53 | — | — | — | |
| Resource Allocationinitializations=10 random2022.06 | 52.89 | — | — | — | |
| DeeperGCN2022.01 | 52.73 | — | — | — | |
| DeeperGCN2022.08 | 52.73 | — | — | — | |
| DeeperGCN2022.10 | 52.73 | — | — | — | |
| lrGAE 6Method Category=Structure-based2024.10 | 52.7 | — | — | — | |
| SAGMM2025.11 | 52.39 | — | — | — | |
| GCN+LRGACategory=Plain GAE2020.10 | 52.21 | — | — | — | |
| LRGA+GCN2022.01 | 52.21 | — | — | — | |
| LRGA + GCN# Parameters=1M2020.06 | 52.2 | — | — | — | |
| JKNet2025.11 | 51.47 | — | — | — | |
| S2GAEMethod Category=Structure-based2024.10 | 51.3 | — | — | — | |
| DeepWalk# Parameters=61M2020.06 | 50.4 | — | — | — | |
| DeepWalk2021.12 | 50.37 | — | — | — | |
| DEEP WALK2022.10 | 50.37 | — | — | — | |
| Common Neighborsinitializations=10 random2022.06 | 50.06 | — | — | — | |
| SGC2025.11 | 48.99 | — | — | — | |
| Node2vec# Parameters=30M2020.06 | 48.9 | — | — | — | |
| Node2vecCategory=Non-GNN2020.10 | 48.88 | — | — | — | |
| Node2vec2021.12 | 48.88 | — | — | — | |
| JK-Netinitializations=10 random2022.06 | 48.84 | — | — | — | |
| GraphSAGEinitializations=10 random2022.06 | 48.6 | — | — | — | |
| GraphSAGE + FLAGBackbone=GraphSAGE, FLAG augmentation=true2020.10 | 48.44 | — | — | — | |
| GraphSage# Parameters=460K2020.06 | 48.1 | — | — | — | |
| Full-GraphBackbone=SAGE-Mean2021.10 | 48.1 | — | — | — | |
| GraphSAGEBackbone=GraphSAGE, FLAG augmentation=false2020.10 | 48.1 | — | — | — | |
| GraphSAGE2022.08 | 48.1 | — | — | — | |
| GraphSAGE2025.11 | 48.1 | — | — | — | |
| NS-SAGEBackbone=SAGE-Mean2021.10 | 47.76 | — | — | — | |
| DA-MoE2025.11 | 47.64 | — | — | — | |
| GCNCategory=Plain GAE2020.10 | 47.14 | — | — | — | |
| GCN2021.12 | 47.14 | — | — | — | |
| GCNinitializations=10 random2022.06 | 47.01 | — | — | — | |
| VQ-GNNBackbone=SAGE-Mean2021.10 | 46.73 | — | — | — | |
| GCN + FLAGBackbone=GCN, FLAG augmentation=true2020.10 | 46.22 | — | — | — | |
| GAEMethod Category=Structure-based2024.10 | 45.8 | — | — | — | |
| GATinitializations=10 random2022.06 | 44.89 | — | — | — | |
| Full-GraphBackbone=GCN2021.10 | 44.75 | — | — | — | |
| GCNBackbone=GCN, FLAG augmentation=false2020.10 | 44.75 | — | — | — | |
| GCN2022.08 | 44.75 | — | — | — | |
| GCN2022.10 | 44.75 | — | — | — | |
| GCN2025.11 | 44.75 | — | — | — | |
| GCN# Parameters=296K2020.06 | 44.7 | — | — | — | |
| GraphSAINT-RWBackbone=GCN2021.10 | 43.68 | — | — | — | |
| VQ-GNNBackbone=GCN2021.10 | 43.16 | — | — | — | |
| Node2Vecinitializations=10 random2022.06 | 41.36 | — | — | — | |
| VQ-GNNBackbone=GAT2021.10 | 41.02 | — | — | — | |
| Cluster-GCNBackbone=GCN2021.10 | 40.68 | — | — | — | |
| Full-GraphBackbone=GAT2021.10 | 40.48 | — | — | — | |
| Cluster-GCNBackbone=GAT2021.10 | 39.05 | — | — | — | |
| MF# Parameters=60M2020.06 | 38.9 | — | — | — | |
| MFCategory=Non-GNN2020.10 | 38.86 | — | — | — | |
| MF2021.12 | 38.86 | — | — | — | |
| Matrix Factorizationinitializations=10 random2022.06 | 38.74 | — | — | — | |
| NS-SAGEBackbone=GAT2021.10 | 34.99 | — | — | — | |
| GraphSAINT-RWBackbone=GAT2021.10 | 34.89 | — | — | — | |
| Cluster-GCNBackbone=SAGE-Mean2021.10 | 34.86 | — | — | — | |
| GraphSAINT-RWBackbone=SAGE-Mean2021.10 | 33.59 | — | — | — | |
| GMoE-GCN2025.11 | 32.61 | — | — | — | |
| GGDMethod Category=Standard GCL2024.10 | 25.6 | — | — | — | |
| GraphMAEMethod Category=Feature-based2024.10 | 24.8 | — | — | — | |
| S3GCLMethod Category=Standard GCL2024.10 | 24.5 | — | — | — | |
| CCA-SSGMethod Category=Standard GCL2024.10 | 23.4 | — | — | — |