Link Prediction on Citeseer
100AUCgraph NE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| graph NEd=1282025.03 | 100 | — | — | — | |
| graph NEτd=1282025.03 | 100 | — | — | — | |
| DeepWalkd=1282025.03 | 99.8 | — | — | — | |
| Laplacian E.d=1282025.03 | 99.8 | — | — | — | |
| CNE, τ = 0.5d=1282025.03 | 99.7 | — | — | — | |
| DRGraphd=22025.03 | 98.9 | — | — | — | |
| ForceAtlas2d=22025.03 | 98.9 | — | — | — | |
| GLACEproximity=1st+2nd2019.12 | 98.43 | 98.37 | — | — | |
| graph NEd=22025.03 | 98.2 | — | — | — | |
| t-FDPd=22025.03 | 97.8 | — | — | — | |
| SGtSNEpid=22025.03 | 97.6 | — | — | — | |
| Graphite-VAENode Features=true2018.03 | 97.3 | — | — | — | |
| SCAT-S2018.09 | 97.27 | 97.57 | — | — | |
| GLACEproximity=2nd2019.12 | 97.22 | 97.2 | — | — | |
| CausalMP2024.11 | 97.2 | — | — | — | |
| GIC2024.11 | 97.12 | — | — | — | |
| VGNAETrain=80%2021.08 | 97 | 97.1 | — | — | |
| VGAENode Features=true2018.03 | 96.7 | — | — | — | |
| HGCN2022.01 | 96.6 | — | — | — | |
| GNAETrain=80%2021.08 | 96.5 | 97 | — | — | |
| GLACEproximity=1st2019.12 | 96.41 | 96.4 | — | — | |
| sGraphTrain=80%2021.08 | 96.3 | 94.3 | — | — | |
| G2G2019.12 | 96.28 | 96.54 | — | — | |
| GAT2024.11 | 96.22 | — | — | — | |
| Graphite-AENode Features=true2018.03 | 96.2 | — | — | — | |
| GICTrain=80%2021.08 | 96.2 | 96.6 | — | — | |
| VGNAETrain=40%2021.08 | 96.1 | 96.6 | — | — | |
| PoSCategory=S3GRL2023.01 | 95.76 | — | — | — | |
| PoS+Category=S3GRL2023.01 | 95.72 | — | — | — | |
| Laplacian E.d=22025.03 | 95.7 | — | — | — | |
| alphaLONGAENode Features=Yes2018.02 | 95.6 | 96.4 | — | — | |
| TLC-GNNDiagram=PDGNN2022.01 | 95.6 | — | — | — | |
| GNAETrain=40%2021.08 | 95.6 | 95.8 | — | — | |
| VGAE2024.11 | 95.5 | — | — | — | |
| LGAETrain=80%2021.08 | 95.5 | 95.9 | — | — | |
| LACEproximity=1st+2nd2019.12 | 95.35 | 95.76 | — | — | |
| GAATNetepochs=2002025.12 | 95.28 | — | 88.61 | — | |
| LLP2024.11 | 95.14 | — | — | — | |
| TLC-GNNDiagram=True Diagram2022.01 | 95.1 | — | — | — | |
| AIR-GAE2019.11 | 95 | — | — | — | |
| GAENode Features=true2018.03 | 94.9 | — | — | — | |
| S-VGAEClass=GNNs2021.06 | 94.7 | 95.2 | — | — | |
| GNAETrain=20%2021.08 | 94.6 | 95.3 | — | — | |
| LACEproximity=2nd2019.12 | 94.29 | 94.61 | — | — | |
| LACEproximity=1st2019.12 | 94.21 | 94.95 | — | — | |
| 6-DGAEaLayers=62025.11 | 94.16 | 94.86 | — | — | |
| VGNAETrain=20%2021.08 | 94.1 | 94.8 | — | — | |
| DisenLink2024.11 | 93.96 | — | — | — | |
| CFLP2024.11 | 93.82 | — | — | — | |
| GICTrain=40%2021.08 | 93.6 | 93.8 | — | — | |
| sGraphTrain=40%2021.08 | 93.6 | 91 | — | — | |
| Graphite-VAENode Features=false2018.03 | 93.5 | — | — | — | |
| TLC-GNNDiagram=GIN_PI2022.01 | 93.3 | — | — | — | |
| DuConTE2026.04 | 93.29 | — | — | — | |
| HL-GNNepochs=2002025.12 | 93.24 | — | 86.53 | — | |
| GICTrain=20%2021.08 | 93 | 93.4 | — | — | |
| GICCategory=AE2023.01 | 92.99 | — | — | — | |
| sGraphTrain=20%2021.08 | 92.8 | 89.7 | — | — | |
| VGAE2018.09 | 92.7 | 93.93 | — | — | |
| Graphite-AENode Features=false2018.03 | 92.6 | — | — | — | |
| SCAT-D2018.09 | 92.51 | 94.16 | — | — | |
| LGAETrain=40%2021.08 | 92.5 | 92.9 | — | — | |
| ARVGE2018.02 | 92.4 | 93 | — | — | |
| GAE2018.09 | 92.37 | 93.72 | — | — | |
| NBFNetClass=GNNs2021.06 | 92.3 | 93.6 | — | — | |
| CFLPGraph Encoder=JKNet2021.06 | 92.12 | — | — | — | |
| SIEGepochs=2002025.12 | 92.1 | — | 84.01 | — | |
| GAENode Features=false2018.03 | 92 | — | — | — | |
| VGAENode Features=false2018.03 | 92 | — | — | — | |
| ARGE2018.02 | 91.9 | 93 | — | — | |
| GraphBridge2026.04 | 91.86 | — | — | — | |
| CFLPGraph Encoder=GSAGE2021.06 | 91.84 | — | — | — | |
| node2vecd=1282025.03 | 91.6 | — | — | — | |
| SCNode Features=false2018.03 | 91.5 | — | — | — | |
| LPFormerepochs=2002025.12 | 91.44 | — | 84.91 | — | |
| TLC-GNNClass=GNNs2021.06 | 90.9 | 91.6 | — | — | |
| SEALepochs=2002025.12 | 90.89 | — | 82.81 | — | |
| Linear-GAE2025.11 | 90.89 | 92.24 | — | — | |
| R-GFM2026.05 | 90.88 | — | — | — | |
| VGAE2018.02 | 90.8 | 92 | — | — | |
| VGAENode Features=Yes2018.02 | 90.8 | 92 | — | — | |
| VGAE2019.11 | 90.8 | — | — | — | |
| VGAEClass=GNNs2021.06 | 90.8 | 92 | — | — | |
| RiemannGFM2026.05 | 90.63 | — | — | — | |
| LGAETrain=20%2021.08 | 90.6 | 91.3 | — | — | |
| SEALClass=GNNs2021.06 | 90.5 | 92.4 | — | — | |
| ARGA2025.11 | 90.43 | 92.04 | — | — | |
| ARGATrain=80%2021.08 | 90.4 | 91.5 | — | — | |
| ARVGACategory=AE2023.01 | 90.29 | — | — | — | |
| VGAECategory=AE2023.01 | 90.24 | — | — | — | |
| SimTeG2026.04 | 90.06 | — | — | — | |
| WalkPoolCategory=SGRL2023.01 | 89.97 | — | — | — | |
| SAMGPT2026.05 | 89.91 | — | — | — | |
| SEAL2022.01 | 89.8 | — | — | — | |
| Graph2Featepochs=2002025.12 | 89.79 | — | 83.98 | — | |
| CFLPGraph Encoder=GCN2021.06 | 89.65 | — | — | — | |
| GAE2018.02 | 89.5 | 89.9 | — | — | |
| GAE2019.11 | 89.5 | — | — | — | |
| LGLP2021.06 | 89.41 | — | — | — | |
| node2vecNode Features=false2018.03 | 89.4 | — | — | — |