Link Prediction on ogbl-ddi (test)
97.77Hits@20ELGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ELGNN2023.10 | 97.77 | — | |
| GIDN2023.10 | 95.42 | — | |
| AGDNParams=3.51M2020.12 | 95.38 | — | |
| AGDN2023.10 | 95.38 | — | |
| PSG2023.10 | 92.84 | — | |
| PLNLP2021.12 | 90.88 | — | |
| PLNLPParams=3.50M2020.12 | 90.88 | — | |
| PLNLP2023.10 | 90.88 | — | |
| SAGEEdge Attr=true2021.12 | 87.81 | — | |
| GraphSAGEFeatures=Edge Attributes2023.10 | 87.81 | — | |
| CFLPJKNet=true2021.12 | 86.08 | — | |
| iSVD100 + update U,S,Vrank=100, variant=updated on validation2021.11 | 84.09 | 30 | |
| iSVD100 + finetune fu,s(S)rank=100, variant=finetuned, mu=1.152021.11 | 79.09 | 24 | |
| DEA+JKNet2021.11 | 76.72 | 60 | |
| SAGEProposal Set=true2021.12 | 74.95 | — | |
| SAGMM2025.11 | 74.2 | — | |
| LRGA+n2v2021.11 | 73.85 | 41 | |
| iSVD100 (M(NE))rank=100, variant=base2021.11 | 67.86 | 6 | |
| MAD2021.11 | 67.81 | 2.6 | |
| lrGAE 8Method Category=Structure-based2024.10 | 66.1 | — | |
| S2GAEMethod Category=Structure-based2024.10 | 65.8 | — | |
| lrGAE 6Method Category=Structure-based2024.10 | 64.9 | — | |
| MaskGAEMethod Category=Structure-based2024.10 | 64.7 | — | |
| lrGAE 7Method Category=Structure-based2024.10 | 64.2 | — | |
| Neo-GNNinitializations=10 random, GCN adaptive combination=true2022.06 | 63.57 | — | |
| GraphSAGE + FLAGBackbone=GraphSAGE, FLAG augmentation=true2020.10 | 63.31 | — | |
| LRGA+GCN2021.11 | 62.3 | 10 | |
| GCN+LRGACategory=Plain GAE2020.10 | 62.3 | — | |
| GCN+JKNet2021.11 | 60.56 | 21 | |
| GCNArchitecture=JKNet2023.10 | 60.56 | — | |
| JKNet2025.11 | 60.56 | — | |
| JK-Netinitializations=10 random2022.06 | 57.98 | — | |
| GraphSAGECategory=Plain GAE2020.10 | 53.9 | — | |
| SAGE2021.12 | 53.9 | — | |
| GraphSAGEBackbone=GraphSAGE, FLAG augmentation=false2020.10 | 53.9 | — | |
| GraphSAGEParams=1.42M2020.12 | 53.9 | — | |
| GraphSAGE2023.10 | 53.9 | — | |
| GraphSAGE2025.11 | 53.9 | — | |
| GCN + FLAGBackbone=GCN, FLAG augmentation=true2020.10 | 51.41 | — | |
| GraphSAGEinitializations=10 random2022.06 | 48.01 | — | |
| DA-MoE2025.11 | 45.58 | — | |
| GCNinitializations=10 random2022.06 | 44.6 | — | |
| GMoE-GCN2025.11 | 37.96 | — | |
| GAEMethod Category=Structure-based2024.10 | 37.1 | — | |
| GCNCategory=Plain GAE2020.10 | 37.07 | — | |
| GCN2021.12 | 37.07 | — | |
| GCNBackbone=GCN, FLAG augmentation=false2020.10 | 37.07 | — | |
| GCNParams=1.29M2020.12 | 37.07 | — | |
| GCN2023.10 | 37.07 | — | |
| GCN2025.11 | 37.07 | — | |
| SGC2025.11 | 35 | — | |
| SEALCategory=Labeling Trick2020.10 | 30.56 | — | |
| SEAL2021.12 | 30.56 | — | |
| SEALParams=0.53M2020.12 | 30.56 | — | |
| GATinitializations=10 random2022.06 | 29.51 | — | |
| GCN+DECategory=Labeling Trick2020.10 | 26.63 | — | |
| SEALinitializations=10 random2022.06 | 26.25 | — | |
| Node2vecCategory=Non-GNN2020.10 | 23.26 | — | |
| Node2vec2021.12 | 23.26 | — | |
| GCN+DRNLCategory=Labeling Trick2020.10 | 22.81 | — | |
| DeepWalk2021.12 | 22.46 | — | |
| DeepWalkParams=11.54M2020.12 | 22.46 | — | |
| Node2Vecinitializations=10 random2022.06 | 21.95 | — | |
| AACategory=Non-GNN2020.10 | 18.61 | — | |
| AA2021.12 | 18.61 | — | |
| Adamic Adarinitializations=10 random2022.06 | 18.61 | — | |
| Adamic AdarParams=02020.12 | 18.61 | — | |
| Matrix Factorizationinitializations=10 random2022.06 | 17.92 | — | |
| CNCategory=Non-GNN2020.10 | 17.73 | — | |
| CN2021.12 | 17.73 | — | |
| Common Neighborsinitializations=10 random2022.06 | 17.73 | — | |
| Common NeighborParams=02020.12 | 17.73 | — | |
| MFCategory=Non-GNN2020.10 | 13.68 | — | |
| MF2021.12 | 13.68 | — | |
| Matrix FactorizationParams=1.22M2020.12 | 13.68 | — | |
| Resource Allocationinitializations=10 random2022.06 | 6.23 | — | |
| Resource AllocationParams=02020.12 | 6.23 | — |