Node Classification on Squirrel Standard (test)
61.81AccuracyLINKX
Evaluation Results
| Method | Links | |
|---|---|---|
| LINKX2024.07 | 61.81 | |
| PSNR-GATFeature Setting=Fully Observed2023.05 | 60.85 | |
| Res-GATFeature Setting=Fully Observed2023.05 | 55.98 | |
| GGCN2024.07 | 55.17 | |
| PSNR-GCNFeature Setting=Fully Observed2023.05 | 54.95 | |
| ResGCNFeature Setting=Fully Observed2023.05 | 52.43 | |
| Init-Res-GATFeature Setting=Fully Observed2023.05 | 51.29 | |
| JK-GATFeature Setting=Fully Observed2023.05 | 50.43 | |
| Dense-GATFeature Setting=Fully Observed2023.05 | 50.25 | |
| NAGphormer2024.07 | 49.93 | |
| JKNetFeature Setting=Fully Observed2023.05 | 49.87 | |
| DenseGCNFeature Setting=Fully Observed2023.05 | 49.57 | |
| GATFeature Setting=Fully Observed2023.05 | 47.93 | |
| Half-Hop-GATFeature Setting=Fully Observed2023.05 | 47.84 | |
| GCNFeature Setting=Fully Observed2023.05 | 47.43 | |
| HH-GCN2024.07 | 47.19 | |
| HH-GAT2024.07 | 46.35 | |
| DeProp-GATFeature Setting=Fully Observed2023.05 | 46.29 | |
| GCNIIFeature Setting=Fully Observed2023.05 | 46.13 | |
| DropMessage-GCNFeature Setting=Fully Observed2023.05 | 45.71 | |
| HH-GraphSAGE2024.07 | 45.25 | |
| DropMessage-GATFeature Setting=Fully Observed2023.05 | 45.23 | |
| DeProp-GCNFeature Setting=Fully Observed2023.05 | 44.07 | |
| MixHop2024.07 | 43.8 | |
| GraphFMVariant=NFT2024.07 | 42.98 | |
| GraphFMVariant=MFT2024.07 | 42.8 | |
| Half-Hop-GCNFeature Setting=Fully Observed2023.05 | 42.78 | |
| GraphSAGE2024.07 | 41.61 | |
| SAN2024.07 | 39.92 | |
| GAT2024.07 | 36.77 | |
| H2GCN2024.07 | 36.48 | |
| GCN2024.07 | 31.52 | |
| MLP2024.07 | 28.77 |