Link Prediction on YouTube
92.51ROC AUCHGT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HGTModel Category=Heterogeneous2024.09 | 92.51 | 94.95 | — | |
| HANModel Category=Heterogeneous2024.09 | 90.1 | 93.46 | — | |
| R-GCNModel Category=Heterogeneous2024.09 | 88.33 | 91.68 | — | |
| HetSheafModel Category=Sheaf-based2024.09 | 87.33 | 91.27 | — | |
| GATNE-Tmode=transductive2019.05 | 84.61 | 81.93 | 76.83 | |
| GATNE-Imode=inductive2019.05 | 84.47 | 82.32 | 76.83 | |
| Sheaf-NSDModel Category=Sheaf-based2024.09 | 83.36 | 89.32 | — | |
| GCNModel Category=Homogeneous2024.09 | 83.26 | 89.3 | — | |
| GINModel Category=Homogeneous2024.09 | 82.97 | 88.64 | — | |
| MNE2019.05 | 82.3 | 82.18 | 75.03 | |
| SAGEModel Category=Homogeneous2024.09 | 80.2 | 84.54 | — | |
| ANRL2019.05 | 75.93 | 73.21 | 70.65 | |
| node2vec2019.05 | 71.21 | 70.32 | 65.36 | |
| DeepWalk2019.05 | 71.11 | 70.04 | 65.52 | |
| metapath2vec2019.05 | 70.98 | 70.02 | 65.34 | |
| PMNEvariant=r2019.05 | 70.61 | 69.82 | 65.39 | |
| MVE2019.05 | 70.39 | 70.1 | 65.1 | |
| PMNEvariant=c2019.05 | 68.63 | 68.22 | 63.54 | |
| PMNEvariant=n2019.05 | 65.06 | 63.59 | 60.85 | |
| LINE2019.05 | 64.24 | 63.25 | 62.35 | |
| GATModel Category=Homogeneous2024.09 | 58.4 | 66.76 | — |