Node Classification on Chameleon Standard (test)
72.66AccuracyRes-GAT
Evaluation Results
| Method | Links | |
|---|---|---|
| Res-GATFeature Setting=Fully Observed2023.05 | 72.66 | |
| PSNR-GATFeature Setting=Fully Observed2023.05 | 72.24 | |
| PSNR-GCNFeature Setting=Fully Observed2023.05 | 71.51 | |
| GGCN2024.07 | 71.14 | |
| ResGCNFeature Setting=Fully Observed2023.05 | 70.7 | |
| Init-Res-GATFeature Setting=Fully Observed2023.05 | 69.89 | |
| GCNIIFeature Setting=Fully Observed2023.05 | 69.69 | |
| LINKX2024.07 | 68.42 | |
| JKNetFeature Setting=Fully Observed2023.05 | 68.26 | |
| GATFeature Setting=Fully Observed2023.05 | 68.04 | |
| JK-GATFeature Setting=Fully Observed2023.05 | 67.98 | |
| DenseGCNFeature Setting=Fully Observed2023.05 | 67.82 | |
| GCNFeature Setting=Fully Observed2023.05 | 67.7 | |
| Dense-GATFeature Setting=Fully Observed2023.05 | 67.36 | |
| DropMessage-GCNFeature Setting=Fully Observed2023.05 | 65.91 | |
| DeProp-GATFeature Setting=Fully Observed2023.05 | 64.23 | |
| DropMessage-GATFeature Setting=Fully Observed2023.05 | 63.23 | |
| HH-GraphSAGE2024.07 | 62.98 | |
| Half-Hop-GATFeature Setting=Fully Observed2023.05 | 62.86 | |
| DeProp-GCNFeature Setting=Fully Observed2023.05 | 61.51 | |
| HH-GAT2024.07 | 61.12 | |
| MixHop2024.07 | 60.5 | |
| HH-GCN2024.07 | 60.24 | |
| H2GCN2024.07 | 60.11 | |
| Half-Hop-GCNFeature Setting=Fully Observed2023.05 | 60.07 | |
| GraphFMVariant=NFT2024.07 | 59.12 | |
| GraphSAGE2024.07 | 58.73 | |
| GraphFMVariant=MFT2024.07 | 58.64 | |
| NAGphormer2024.07 | 57.39 | |
| GAT2024.07 | 48.36 | |
| MLP2024.07 | 46.21 | |
| SAN2024.07 | 44.32 | |
| GCN2024.07 | 38.44 |