Link Prediction on Cora (test)
0.9915AUCIGCL
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IGCL2026.06 | 0.9915 | — | — | — | — | — | — | — | — | — | 95.13 | |
| BES2026.06 | 0.9903 | — | — | — | — | — | — | — | — | — | 94.45 | |
| SGNN2026.06 | 0.976 | — | — | — | — | — | — | — | — | — | 93.61 | |
| GraphECL2026.06 | 0.9708 | — | — | — | — | — | — | — | — | — | 92.84 | |
| MaskGAEMethod category=Structure-based2024.10 | 0.968 | 0.97 | — | — | — | — | — | — | — | — | — | |
| SGC2026.06 | 0.9659 | — | — | — | — | — | — | — | — | — | 91.91 | |
| GAT2026.06 | 0.9654 | — | — | — | — | — | — | — | — | — | 90.66 | |
| H2GNN2026.06 | 0.965 | — | — | — | — | — | — | — | — | — | 92.47 | |
| MPNN-GCN2026.06 | 0.9646 | — | — | — | — | — | — | — | — | — | 91.28 | |
| GCN2026.06 | 0.9645 | — | — | — | — | — | — | — | — | — | 92.58 | |
| SSGC2026.06 | 0.9643 | — | — | — | — | — | — | — | — | — | 91.72 | |
| lrGAE 7Method category=Structure-based2024.10 | 0.964 | 0.972 | — | — | — | — | — | — | — | — | — | |
| lrGAE 6Method category=Structure-based2024.10 | 0.963 | 0.961 | — | — | — | — | — | — | — | — | — | |
| lrGAE 8Method category=Structure-based2024.10 | 0.963 | 0.962 | — | — | — | — | — | — | — | — | — | |
| AUG-MAEMethod category=Feature-based2024.10 | 0.959 | 0.962 | — | — | — | — | — | — | — | — | — | |
| GraphSAGE2026.06 | 0.9579 | — | — | — | — | — | — | — | — | — | 91.04 | |
| GATv22026.06 | 0.9563 | — | — | — | — | — | — | — | — | — | 89.77 | |
| SeeGeraMethod category=Feature-based2024.10 | 0.955 | 0.952 | — | — | — | — | — | — | — | — | — | |
| H2H-GCN2021.12 | 0.95 | — | — | — | — | — | — | — | — | — | — | |
| Cheb2026.06 | 0.95 | — | — | — | — | — | — | — | — | — | 90.96 | |
| MPNN-GAT2026.06 | 0.9478 | — | — | — | — | — | — | — | — | — | 89.82 | |
| S2GAEMethod category=Structure-based2024.10 | 0.945 | 0.938 | — | — | — | — | — | — | — | — | — | |
| GNNMERGEMerging Partner=WikiCS-NC2026.06 | 0.9445 | — | — | — | — | — | — | — | — | — | — | |
| MotifRGC-SAGE2026.06 | 0.9436 | — | — | — | — | — | — | — | — | — | 89.03 | |
| BaseMerging Partner=WikiCS-NC2026.06 | 0.9434 | — | — | — | — | — | — | — | — | — | — | |
| HYBONET2021.12 | 0.943 | — | — | — | — | — | — | — | — | — | — | |
| S-VGAELatent Distribution=Hyperspherical, Scoring Function=Cosine Similarity (Dot Product on surface)2018.04 | 0.941 | 0.941 | — | — | — | — | — | — | — | — | — | |
| GraphMAE2Method category=Feature-based2024.10 | 0.941 | 0.943 | — | — | — | — | — | — | — | — | — | |
| GraphMAEMethod category=Feature-based2024.10 | 0.939 | 0.941 | — | — | — | — | — | — | — | — | — | |
| (s)Graphite-VAEenhancement=neighborhood enlargement2019.05 | 0.937 | — | — | — | — | — | — | — | — | — | — | |
| GAT2021.12 | 0.937 | — | — | — | — | — | — | — | — | — | — | |
| LGCN2021.12 | 0.936 | — | — | — | — | — | — | — | — | — | — | |
| NHGCN2021.12 | 0.936 | — | — | — | — | — | — | — | — | — | — | |
| GiGaMAEMethod category=Feature-based2024.10 | 0.935 | 0.944 | — | — | — | — | — | — | — | — | — | |
| MotifRGC-GAT2026.06 | 0.935 | — | — | — | — | — | — | — | — | — | 88.55 | |
| (s)VGAEenhancement=neighborhood enlargement2019.05 | 0.934 | — | — | — | — | — | — | — | — | — | — | |
| KernelGCN2019.10 | 0.931 | 0.932 | — | — | — | — | — | — | — | — | — | |
| NodeImport-GAT2026.06 | 0.9296 | — | — | — | — | — | — | — | — | — | 87.47 | |
| RWR-GAE2019.08 | 0.929 | 0.927 | — | — | — | — | — | — | — | — | — | |
| HGCN2021.12 | 0.929 | — | — | — | — | — | — | — | — | — | — | |
| MPNN-SAGE2026.06 | 0.9275 | — | — | — | — | — | — | — | — | — | 88.45 | |
| N-VGAELatent Distribution=Normal, Scoring Function=Dot Product2018.04 | 0.927 | 0.932 | — | — | — | — | — | — | — | — | — | |
| S3GCLMethod category=Standard GCL2024.10 | 0.927 | 0.917 | — | — | — | — | — | — | — | — | — | |
| NodeImport-GCN2026.06 | 0.9269 | — | — | — | — | — | — | — | — | — | 87.66 | |
| RWR-VGAE2019.08 | 0.926 | 0.925 | — | — | — | — | — | — | — | — | — | |
| GAEMethod category=Structure-based2024.10 | 0.925 | 0.937 | — | — | — | — | — | — | — | — | — | |
| ARGE2018.02 | 0.924 | 0.932 | — | — | — | — | — | — | — | — | — | |
| ARVGE2018.02 | 0.924 | 0.926 | — | — | — | — | — | — | — | — | — | |
| ARGE2019.08 | 0.924 | 0.932 | — | — | — | — | — | — | — | — | — | |
| ARVGE2019.08 | 0.924 | 0.926 | — | — | — | — | — | — | — | — | — | |
| Full FeaturesMissing Rate (mr)=0, Missing Type=None2026.01 | 0.9212 | 0.9245 | — | — | — | — | — | — | — | — | — | |
| CCA-SSGMethod category=Standard GCL2024.10 | 0.921 | 0.928 | — | — | — | — | — | — | — | — | — | |
| KGNN2026.06 | 0.9161 | — | — | — | — | — | — | — | — | — | 85.58 | |
| Graphite-VAE2019.05 | 0.915 | — | — | — | — | — | — | — | — | — | — | |
| SGC2021.12 | 0.915 | — | — | — | — | — | — | — | — | — | — | |
| VGAEInput Features=true2016.11 | 0.914 | 0.926 | — | — | — | — | — | — | — | — | — | |
| VGAE2018.02 | 0.914 | 0.926 | — | — | — | — | — | — | — | — | — | |
| VGAE2019.08 | 0.914 | 0.926 | — | — | — | — | — | — | — | — | — | |
| VGAE2019.10 | 0.914 | 0.926 | — | — | — | — | — | — | — | — | — | |
| GGDMethod category=Standard GCL2024.10 | 0.914 | 0.92 | — | — | — | — | — | — | — | — | — | |
| GAEInput Features=true2016.11 | 0.91 | 0.92 | — | — | — | — | — | — | — | — | — | |
| GAE2018.02 | 0.91 | 0.92 | — | — | — | — | — | — | — | — | — | |
| GAE2019.08 | 0.91 | 0.92 | — | — | — | — | — | — | — | — | — | |
| GAE2019.10 | 0.91 | 0.92 | — | — | — | — | — | — | — | — | — | |
| GCN2021.12 | 0.904 | — | — | — | — | — | — | — | — | — | — | |
| VGAE2019.05 | 0.901 | — | — | — | — | — | — | — | — | — | — | |
| FSD-CAPMissing Rate (mr)=0.995, Missing Type=Uniform2026.01 | 0.9001 | 0.9066 | — | — | — | — | — | — | — | — | — | |
| EPAGCLMethod category=Standard GCL2024.10 | 0.899 | 0.886 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M72026.02 | 0.8977 | 0.8757 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M62026.02 | 0.8974 | 0.8761 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M22026.02 | 0.8973 | 0.876 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M52026.02 | 0.8968 | 0.8755 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M32026.02 | 0.8967 | 0.8751 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M12026.02 | 0.8965 | 0.8752 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=Mean2026.02 | 0.8964 | 0.8747 | — | — | — | — | — | — | — | — | — | |
| BGRLMethod category=Standard GCL2024.10 | 0.895 | 0.89 | — | — | — | — | — | — | — | — | — | |
| GCN-MPPRMotif Type=M42026.02 | 0.8921 | 0.8695 | — | — | — | — | — | — | — | — | — | |
| PPNP2026.02 | 0.8918 | 0.8657 | — | — | — | — | — | — | — | — | — | |
| HNNModel Type=Deep2023.10 | 0.89 | — | — | — | — | — | — | — | — | — | — | |
| SURGERYMerging Partner=WikiCS-NC2026.06 | 0.8839 | — | — | — | — | — | — | — | — | — | — | |
| GCN2026.02 | 0.8822 | 0.8578 | — | — | — | — | — | — | — | — | — | |
| FSD-CAPMissing Rate (mr)=0.995, Missing Type=Structural2026.01 | 0.8797 | 0.888 | — | — | — | — | — | — | — | — | — | |
| HypModel Type=Shallow2023.10 | 0.876 | — | — | — | — | — | — | — | — | — | — | |
| NodeImport-SAGE2026.06 | 0.8745 | — | — | — | — | — | — | — | — | — | 80.29 | |
| GAT2026.02 | 0.8722 | 0.8362 | — | — | — | — | — | — | — | — | — | |
| GRACEMethod category=Standard GCL2024.10 | 0.871 | 0.859 | — | — | — | — | — | — | — | — | — | |
| FPMissing Rate (mr)=0.995, Missing Type=Uniform2026.01 | 0.8702 | 0.8917 | — | — | — | — | — | — | — | — | — | |
| PCFIMissing Rate (mr)=0.995, Missing Type=Uniform2026.01 | 0.8685 | 0.8886 | — | — | — | — | — | — | — | — | — | |
| RResNet HoroModel Type=Deep2023.10 | 0.867 | — | — | — | — | — | — | — | — | — | — | |
| DGIMethod category=Standard GCL2024.10 | 0.86 | 0.864 | — | — | — | — | — | — | — | — | — | |
| PCFIMissing Rate (mr)=0.995, Missing Type=Structural2026.01 | 0.8594 | 0.8795 | — | — | — | — | — | — | — | — | — | |
| Hyp-MixedModel Type=Shallow2023.10 | 0.856 | — | — | — | — | — | — | — | — | — | — | |
| SAGE2021.12 | 0.855 | — | — | — | — | — | — | — | — | — | — | |
| FPMissing Rate (mr)=0.995, Missing Type=Structural2026.01 | 0.8479 | 0.8704 | — | — | — | — | — | — | — | — | — | |
| Spectral Clustering (SC)Input Features=false2016.11 | 0.846 | 0.885 | — | — | — | — | — | — | — | — | — | |
| SC2018.02 | 0.846 | 0.885 | — | — | — | — | — | — | — | — | — | |
| SC2019.08 | 0.846 | 0.885 | — | — | — | — | — | — | — | — | — | |
| Euc-MixedModel Type=Shallow2023.10 | 0.844 | — | — | — | — | — | — | — | — | — | — | |
| GAEInput Features=false2016.11 | 0.843 | 0.881 | — | — | — | — | — | — | — | — | — | |
| GAE*topological structure only=true, X=I2018.02 | 0.843 | 0.881 | — | — | — | — | — | — | — | — | — |