Link Prediction on Cora
0.986AUCGLACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GLACEproximity=1st+2nd2019.12 | 0.986 | 0.9852 | — | |
| GLACEproximity=1st2019.12 | 0.9854 | 0.9846 | — | |
| GLACEproximity=2nd2019.12 | 0.9843 | 0.9831 | — | |
| G2G2019.12 | 0.9787 | 0.9803 | — | |
| LACEproximity=1st+2nd2019.12 | 0.9751 | 0.974 | — | |
| CausalMP2024.11 | 0.9684 | — | — | |
| LACEproximity=2nd2019.12 | 0.9683 | 0.9667 | — | |
| LACEproximity=1st2019.12 | 0.9659 | 0.9666 | — | |
| GIC2024.11 | 0.9617 | — | — | |
| NBFNetClass=GNNs2021.06 | 0.956 | 0.962 | — | |
| GNAETrain=80%2021.08 | 0.956 | 0.957 | — | |
| AIR-GAE2019.11 | 0.954 | — | — | |
| H2H-GCNArchitecture Category=HYP GCNs2021.04 | 0.954 | — | — | |
| VGNAETrain=80%2021.08 | 0.954 | 0.958 | — | |
| LLP2024.11 | 0.9529 | — | — | |
| GAT2024.11 | 0.9514 | — | — | |
| TLC-GNNDiagram=PDGNN2022.01 | 0.95 | — | — | |
| TLC-GNNDiagram=True Diagram2022.01 | 0.949 | — | — | |
| VGAE2024.11 | 0.9478 | — | — | |
| Graphite-VAENode Features=true2018.03 | 0.947 | — | — | |
| SCAT-S2018.09 | 0.9448 | 0.9463 | — | |
| alphaLONGAENode Features=Yes2018.02 | 0.943 | 0.952 | — | |
| Graphite-AENode Features=true2018.03 | 0.942 | — | — | |
| VGAENode Features=true2018.03 | 0.941 | — | — | |
| S-VGAEClass=GNNs2021.06 | 0.941 | 0.941 | — | |
| GAENode Features=true2018.03 | 0.939 | — | — | |
| HGCN2022.01 | 0.938 | — | — | |
| LGAETrain=80%2021.08 | 0.938 | 0.945 | — | |
| GATArchitecture Category=GCNs2021.04 | 0.937 | — | — | |
| 6-DGAEaLayers=62025.11 | 0.9355 | 0.9446 | — | |
| TLC-GNNDiagram=GIN_PI2022.01 | 0.935 | — | — | |
| CFLP2024.11 | 0.9344 | — | — | |
| TLC-GNNClass=GNNs2021.06 | 0.934 | 0.931 | — | |
| SEALClass=GNNs2021.06 | 0.933 | 0.942 | — | |
| GICTrain=80%2021.08 | 0.933 | 0.929 | — | |
| CFLPGraph Encoder=JKNet2021.06 | 0.9305 | — | — | |
| HGCNArchitecture Category=HYP GCNs2021.04 | 0.929 | — | — | |
| VGNAETrain=40%2021.08 | 0.929 | 0.933 | — | |
| CFLPGraph Encoder=GSAGE2021.06 | 0.9261 | — | — | |
| GNAETrain=40%2021.08 | 0.926 | 0.936 | — | |
| SEAL2021.06 | 0.9255 | — | — | |
| CFLPGraph Encoder=GCN2021.06 | 0.9255 | — | — | |
| GAETrain=80%2021.08 | 0.922 | 0.93 | — | |
| ARGA2025.11 | 0.921 | 0.9325 | — | |
| SCAT-D2018.09 | 0.9208 | 0.9305 | — | |
| ARGATrain=80%2021.08 | 0.919 | 0.927 | — | |
| Linear-GAE2025.11 | 0.9186 | 0.932 | — | |
| 2-GAELayers=22025.11 | 0.9161 | 0.9281 | — | |
| Graphite-VAENode Features=false2018.03 | 0.915 | — | — | |
| SGCArchitecture Category=GCNs2021.04 | 0.915 | — | — | |
| VGAENode Features=Yes2018.02 | 0.914 | 0.926 | — | |
| VGAE2019.11 | 0.914 | — | — | |
| VGAEClass=GNNs2021.06 | 0.914 | 0.926 | — | |
| GICTrain=40%2021.08 | 0.914 | 0.911 | — | |
| GAE2018.09 | 0.9134 | 0.9262 | — | |
| LGLP2021.06 | 0.913 | — | — | |
| SEAL2022.01 | 0.913 | — | — | |
| Graphite-AE2025.11 | 0.9129 | 0.9263 | — | |
| VGAE2018.09 | 0.9114 | 0.9216 | — | |
| Graphite-AENode Features=false2018.03 | 0.91 | — | — | |
| GAE2019.11 | 0.91 | — | — | |
| LGAETrain=40%2021.08 | 0.908 | 0.915 | — | |
| GCN2022.01 | 0.905 | — | — | |
| GCNArchitecture Category=GCNs2021.04 | 0.904 | — | — | |
| GCN2021.06 | 0.9025 | — | — | |
| GSAGE2021.06 | 0.9024 | — | — | |
| GAENode Features=false2018.03 | 0.902 | — | — | |
| VGAENode Features=false2018.03 | 0.901 | — | — | |
| SCNode Features=false2018.03 | 0.899 | — | — | |
| LONGAENode Features=No2018.02 | 0.896 | 0.915 | — | |
| DisenLink2024.11 | 0.893 | — | — | |
| JKNet2021.06 | 0.8905 | — | — | |
| HNNArchitecture Category=NNs2021.04 | 0.89 | — | — | |
| VGNAETrain=20%2021.08 | 0.89 | 0.901 | — | |
| GNAETrain=20%2021.08 | 0.887 | 0.901 | — | |
| VGAE2021.06 | 0.8868 | — | — | |
| sGraphTrain=80%2021.08 | 0.885 | 0.867 | — | |
| LINKX2024.11 | 0.8838 | — | — | |
| GICTrain=20%2021.08 | 0.88 | 0.881 | — | |
| node2vec2019.12 | 0.8786 | 0.8719 | — | |
| HYPArchitecture Category=Shallow2021.04 | 0.876 | — | — | |
| node2vecClass=Embeddings2021.06 | 0.872 | 0.879 | — | |
| LGAETrain=20%2021.08 | 0.866 | 0.878 | — | |
| node2vecNode Features=false2018.03 | 0.856 | — | — | |
| HYP-MIXEDArchitecture Category=Shallow2021.04 | 0.856 | — | — | |
| GAETrain=40%2021.08 | 0.856 | 0.861 | — | |
| GRAPHSAGEArchitecture Category=GCNs2021.04 | 0.855 | — | — | |
| Spectral Clustering2025.11 | 0.8536 | 0.8841 | — | |
| GraphSAGE2019.12 | 0.853 | 0.8472 | — | |
| DeepWalkNode Features=false2018.03 | 0.85 | — | — | |
| Spectral ClusteringNode Features=No2018.02 | 0.846 | 0.885 | — | |
| SC2019.11 | 0.846 | — | — | |
| Personalized PageRankClass=Path-based2021.06 | 0.845 | 0.899 | — | |
| sGraphTrain=20%2021.08 | 0.845 | 0.829 | — | |
| Node2Vec2021.06 | 0.8449 | — | — | |
| EUC-MIXEDArchitecture Category=Shallow2021.04 | 0.844 | — | — | |
| LINEClass=Embeddings2021.06 | 0.844 | 0.876 | — | |
| ARGATrain=40%2021.08 | 0.844 | 0.856 | — | |
| VGAENode Features=No2018.02 | 0.843 | 0.881 | — | |
| sGraphTrain=40%2021.08 | 0.84 | 0.828 | — |