Link Prediction on PubMed
99.2AUCAIR-GAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AIR-GAE2019.11 | 99.2 | — | — | — | |
| NBFNetClass=GNNs2021.06 | 98.3 | 98.2 | — | — | |
| GLACEproximity=1st+2nd2019.12 | 97.82 | 97.49 | — | — | |
| Graphite-AENode Features=true2018.03 | 97.8 | — | — | — | |
| SEALClass=GNNs2021.06 | 97.8 | 97.9 | — | — | |
| GLACEproximity=1st2019.12 | 97.69 | 97.42 | — | — | |
| VGNAETrain=80%2021.08 | 97.6 | 97.6 | — | — | |
| CFLPGraph Encoder=JKNet2021.06 | 97.53 | — | — | — | |
| SCAT-S2018.09 | 97.52 | 97.19 | — | — | |
| GNAETrain=80%2021.08 | 97.5 | 97.5 | — | — | |
| Graphite-VAENode Features=true2018.03 | 97.4 | — | — | — | |
| LGAETrain=80%2021.08 | 97.4 | 97.5 | — | — | |
| ARGATrain=80%2021.08 | 97.3 | 97.6 | — | — | |
| H2H-GCNArchitecture Category=HYP GCNs2021.04 | 97.1 | — | — | — | |
| GLACEproximity=2nd2019.12 | 97.02 | 96.56 | — | — | |
| CFLPGraph Encoder=GSAGE2021.06 | 97.01 | — | — | — | |
| TLC-GNNClass=GNNs2021.06 | 97 | 96.8 | — | — | |
| TLC-GNNDiagram=True Diagram2022.01 | 97 | — | — | — | |
| TLC-GNNDiagram=PDGNN2022.01 | 97 | — | — | — | |
| CFLPGraph Encoder=GCN2021.06 | 96.99 | — | — | — | |
| ARGE2018.02 | 96.8 | 97.1 | — | — | |
| GAENode Features=true2018.03 | 96.8 | — | — | — | |
| GSAGE2021.06 | 96.78 | — | — | — | |
| GAETrain=80%2021.08 | 96.7 | 96.7 | — | — | |
| JKNet2021.06 | 96.58 | — | — | — | |
| ARVGE2018.02 | 96.5 | 96.8 | — | — | |
| HGTModel Category=Heterogeneous2024.09 | 96.48 | — | — | 97.58 | |
| GAE2018.02 | 96.4 | 96.5 | — | — | |
| VGAENode Features=Yes2018.02 | 96.4 | 96.5 | — | — | |
| GAE2019.11 | 96.4 | — | — | — | |
| VGNAETrain=40%2021.08 | 96.4 | 96.3 | — | — | |
| SEAL2021.06 | 96.36 | — | — | — | |
| GAE2018.09 | 96.35 | 96.53 | — | — | |
| GCN2021.06 | 96.33 | — | — | — | |
| HGCNArchitecture Category=HYP GCNs2021.04 | 96.3 | — | — | — | |
| HGCN2022.01 | 96.3 | — | — | — | |
| TLC-GNNDiagram=GIN_PI2022.01 | 96.3 | — | — | — | |
| GNAETrain=40%2021.08 | 96.3 | 96.1 | — | — | |
| LGAETrain=40%2021.08 | 96.2 | 96.1 | — | — | |
| alphaLONGAENode Features=Yes2018.02 | 96 | 96.3 | — | — | |
| S-VGAEClass=GNNs2021.06 | 96 | 96 | — | — | |
| GICTrain=80%2021.08 | 96 | 96.5 | — | — | |
| GAETrain=40%2021.08 | 95.9 | 96.1 | — | — | |
| VGAE2021.06 | 95.8 | — | — | — | |
| GICTrain=40%2021.08 | 95.8 | 95.6 | — | — | |
| G2G2019.12 | 95.75 | 95.65 | — | — | |
| VGAE2018.09 | 95.68 | 95.92 | — | — | |
| VGAENode Features=true2018.03 | 95.5 | — | — | — | |
| ARGATrain=40%2021.08 | 95.5 | 95.9 | — | — | |
| VGNAETrain=20%2021.08 | 95.1 | 94.9 | — | — | |
| GICTrain=20%2021.08 | 95 | 94.7 | — | — | |
| GNAETrain=20%2021.08 | 95 | 95 | — | — | |
| SCNode Features=false2018.03 | 94.9 | — | — | — | |
| HNNArchitecture Category=NNs2021.04 | 94.9 | — | — | — | |
| Graphite-VAENode Features=false2018.03 | 94.6 | — | — | — | |
| LGAETrain=20%2021.08 | 94.6 | 94.7 | — | — | |
| Graphite-AENode Features=false2018.03 | 94.5 | — | — | — | |
| VGAE2018.02 | 94.4 | 94.7 | — | — | |
| VGAE2019.11 | 94.4 | — | — | — | |
| VGAEClass=GNNs2021.06 | 94.4 | 94.7 | — | — | |
| SGCArchitecture Category=GCNs2021.04 | 94.1 | — | — | — | |
| HetSheaf2024.09 | 93.98 | — | — | — | |
| HetSheafModel Category=Sheaf-based2024.09 | 93.98 | — | — | 96.36 | |
| LACEproximity=2nd2019.12 | 93.72 | 92.8 | — | — | |
| GAETrain=20%2021.08 | 93.7 | 94 | — | — | |
| Sheaf-NSD2024.09 | 93.65 | — | — | — | |
| Sheaf-NSDModel Category=Sheaf-based2024.09 | 93.65 | — | — | 96.41 | |
| HANModel Category=Heterogeneous2024.09 | 93.62 | — | — | 95.78 | |
| ARGATrain=20%2021.08 | 93.6 | 94.1 | — | — | |
| GATModel Category=Homogeneous2024.09 | 93.27 | — | — | 96.07 | |
| R-GCNModel Category=Heterogeneous2024.09 | 93.15 | — | — | 95.03 | |
| GCNModel Category=Homogeneous2024.09 | 92.93 | — | — | 96.05 | |
| GINModel Category=Homogeneous2024.09 | 92.87 | — | — | 96.14 | |
| SCAT-D2018.09 | 92.73 | 93.56 | — | — | |
| LONGAENode Features=No2018.02 | 92.6 | 93 | — | — | |
| GAENode Features=false2018.03 | 92.5 | — | — | — | |
| SEAL2022.01 | 92.4 | — | — | — | |
| VGAENode Features=false2018.03 | 92.3 | — | — | — | |
| node2vecNode Features=false2018.03 | 91.9 | — | — | — | |
| DeepWalkNode Features=false2018.03 | 91.5 | — | — | — | |
| GATArchitecture Category=GCNs2021.04 | 91.2 | — | — | — | |
| GCNArchitecture Category=GCNs2021.04 | 91.1 | — | — | — | |
| SAGEModel Category=Homogeneous2024.09 | 89.79 | — | — | 94.5 | |
| GCN2022.01 | 89.6 | — | — | — | |
| sGraphTrain=80%2021.08 | 89.6 | 90.2 | — | — | |
| LACEproximity=1st+2nd2019.12 | 89.53 | 89.85 | — | — | |
| GraphSAGE2019.12 | 89.43 | 90.9 | — | — | |
| node2vecClass=Embeddings2021.06 | 89.1 | 91.4 | — | — | |
| node2vec2019.12 | 88.74 | 86.58 | — | — | |
| R-GFM2026.05 | 88.62 | — | — | — | |
| sGraphTrain=40%2021.08 | 87.6 | 87.9 | — | — | |
| HYPArchitecture Category=Shallow2021.04 | 87.5 | — | — | — | |
| RiemannGFM2026.05 | 86.37 | — | — | — | |
| GRAPHSAGEArchitecture Category=GCNs2021.04 | 86.2 | — | — | — | |
| EUC-MIXEDArchitecture Category=Shallow2021.04 | 86 | — | — | — | |
| SlotGAT2024.05 | 85.39 | — | 92.22 | — | |
| GCOPE2026.05 | 84.99 | — | — | — | |
| SAMGPT2026.05 | 84.92 | — | — | — | |
| LINEClass=Embeddings2021.06 | 84.9 | 88.8 | — | — | |
| MDGFM2026.05 | 84.78 | — | — | — |