Node Classification on CS ρ ≈ 41.0 (random)
88.94Balanced AccuracyUNREAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNREALGNN Backbone=GCN2023.03 | 88.94 | 89.87 | |
| UNREALBackbone=GCN2023.03 | 88.94 | 89.87 | |
| PSGNN Backbone=GCN2023.03 | 88.36 | 88.94 | |
| BS(w TAM)GNN Backbone=GCN2023.03 | 88.22 | 89.22 | |
| UNREALGNN Backbone=SAGE2023.03 | 88.03 | 88.65 | |
| UNREALBackbone=SAGE2023.03 | 88.03 | 88.65 | |
| BS(w TAM)GNN Backbone=SAGE2023.03 | 87.83 | 88.77 | |
| BSGNN Backbone=GCN2023.03 | 87.72 | 88.67 | |
| UNREALGNN Backbone=GAT2023.03 | 87.65 | 87.65 | |
| UNREALBackbone=GAT2023.03 | 87.65 | 87.65 | |
| RN(w TAM)GNN Backbone=GCN2023.03 | 87.55 | 89.03 | |
| RNGNN Backbone=GCN2023.03 | 87.53 | 88.91 | |
| ConsisGADBackbone=GCN2023.03 | 87.44 | 88.68 | |
| RWGNN Backbone=GCN2023.03 | 87.42 | 88.7 | |
| SCRBackbone=GCN2023.03 | 87.41 | 88.73 | |
| PSGNN Backbone=SAGE2023.03 | 87.18 | 88 | |
| BIMGNN Backbone=GCN2023.03 | 86.89 | 85.99 | |
| BIMBackbone=GCN2023.03 | 86.89 | 85.99 | |
| BSGNN Backbone=SAGE2023.03 | 86.78 | 88.05 | |
| GSRGNN Backbone=GCN2023.03 | 86.73 | 85.91 | |
| GSRBackbone=GCN2023.03 | 86.73 | 85.91 | |
| RN(w TAM)GNN Backbone=GAT2023.03 | 86.61 | 87.42 | |
| GE(w TAM)GNN Backbone=GCN2023.03 | 86.34 | 87.36 | |
| GE(w TAM)GNN Backbone=GAT2023.03 | 86.29 | 87.28 | |
| RNGNN Backbone=SAGE2023.03 | 86.13 | 87.89 | |
| GE(w TAM)GNN Backbone=SAGE2023.03 | 85.99 | 87.25 | |
| RNGNN Backbone=GAT2023.03 | 85.98 | 86.97 | |
| GEGNN Backbone=GCN2023.03 | 85.97 | 86.68 | |
| GEGNN Backbone=GAT2023.03 | 85.86 | 86.51 | |
| SCRBackbone=SAGE2023.03 | 85.8 | 87.37 | |
| GSGNN Backbone=GCN2023.03 | 85.76 | 87.31 | |
| RWGNN Backbone=SAGE2023.03 | 85.76 | 87.32 | |
| GSGNN Backbone=SAGE2023.03 | 85.76 | 87.34 | |
| ConsisGADBackbone=SAGE2023.03 | 85.73 | 87.3 | |
| BIMGNN Backbone=SAGE2023.03 | 85.65 | 86.73 | |
| BIMBackbone=SAGE2023.03 | 85.65 | 86.73 | |
| BIMGNN Backbone=GAT2023.03 | 85.63 | 86.65 | |
| BIMBackbone=GAT2023.03 | 85.63 | 86.65 | |
| BS(w TAM)GNN Backbone=GAT2023.03 | 85.48 | 85.77 | |
| GSRGNN Backbone=SAGE2023.03 | 85.44 | 86.46 | |
| GSRBackbone=SAGE2023.03 | 85.44 | 86.46 | |
| GEGNN Backbone=SAGE2023.03 | 85.39 | 86.41 | |
| GSRGNN Backbone=GAT2023.03 | 85.34 | 86.56 | |
| GSRBackbone=GAT2023.03 | 85.34 | 86.56 | |
| PSGNN Backbone=GAT2023.03 | 85.22 | 85.54 | |
| RN(w TAM)GNN Backbone=SAGE2023.03 | 85.21 | 87.01 | |
| VanillaGNN Backbone=GCN2023.03 | 84.85 | 87.12 | |
| GSGNN Backbone=GAT2023.03 | 84.65 | 85.63 | |
| BSGNN Backbone=GAT2023.03 | 84.38 | 84.53 | |
| VanillaGNN Backbone=SAGE2023.03 | 83.76 | 86.22 | |
| SCRBackbone=GAT2023.03 | 83.61 | 84.68 | |
| ConsisGADBackbone=GAT2023.03 | 83.58 | 84.75 | |
| RWGNN Backbone=GAT2023.03 | 83.55 | 84.73 | |
| VanillaGNN Backbone=GAT2023.03 | 82.47 | 84.21 |