Node Classification on Computers-Random (ρ ≈ 17.7)
85.32Balanced AccuracyUNREAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNREALBackbone=GCN2023.03 | 85.32 | 80.43 | |
| UNREALBackbone=GCN2023.03 | 85.32 | 80.43 | |
| BIMBackbone=GCN2023.03 | 84.03 | 77.96 | |
| BIMBackbone=GCN2023.03 | 84.03 | 77.96 | |
| GSRBackbone=GCN2023.03 | 83.82 | 77.78 | |
| GSRBackbone=GCN2023.03 | 83.82 | 77.78 | |
| GE(w TAM)Backbone=GCN2023.03 | 82.83 | 76.76 | |
| GEBackbone=GCN2023.03 | 82.66 | 76.55 | |
| UNREALBackbone=GAT2023.03 | 82.52 | 78.9 | |
| UNREALBackbone=GAT2023.03 | 82.52 | 78.9 | |
| BS(w TAM)Backbone=GCN2023.03 | 81.64 | 75.59 | |
| RNBackbone=GCN2023.03 | 81.64 | 76.87 | |
| BSBackbone=GCN2023.03 | 81.39 | 74.54 | |
| PSBackbone=GCN2023.03 | 81.34 | 75.17 | |
| SCRBackbone=GCN2023.03 | 80.61 | 75.18 | |
| ConsisGADBackbone=GCN2023.03 | 80.56 | 75.15 | |
| GSBackbone=GCN2023.03 | 80.5 | 73.79 | |
| RN(w TAM)Backbone=GCN2023.03 | 80.5 | 75.79 | |
| RWBackbone=GCN2023.03 | 80.49 | 75.07 | |
| GE(w TAM)Backbone=SAGE2023.03 | 78.98 | 73.59 | |
| VanillaBackbone=GCN2023.03 | 78.43 | 77.14 | |
| BIMBackbone=SAGE2023.03 | 77.76 | 72.09 | |
| BIMBackbone=SAGE2023.03 | 77.76 | 72.09 | |
| GEBackbone=SAGE2023.03 | 77.64 | 72.65 | |
| GSRBackbone=SAGE2023.03 | 77.63 | 72.56 | |
| GSRBackbone=SAGE2023.03 | 77.63 | 72.56 | |
| BIMBackbone=GAT2023.03 | 77.01 | 73.82 | |
| BIMBackbone=GAT2023.03 | 77.01 | 73.82 | |
| GSRBackbone=GAT2023.03 | 76.79 | 73.61 | |
| GSRBackbone=GAT2023.03 | 76.79 | 73.61 | |
| UNREALBackbone=SAGE2023.03 | 75.81 | 71.86 | |
| GE(w TAM)Backbone=GAT2023.03 | 75.81 | 72.62 | |
| UNREALBackbone=SAGE2023.03 | 75.81 | 71.86 | |
| GEBackbone=GAT2023.03 | 75.25 | 71.49 | |
| BS(w TAM)Backbone=GAT2023.03 | 74 | 70.72 | |
| BSBackbone=SAGE2023.03 | 73.8 | 69.74 | |
| BS(w TAM)Backbone=SAGE2023.03 | 73.77 | 71.03 | |
| RNBackbone=GAT2023.03 | 72.8 | 71.4 | |
| GSBackbone=SAGE2023.03 | 72.69 | 68.73 | |
| RN(w TAM)Backbone=SAGE2023.03 | 72.69 | 70.73 | |
| BSBackbone=GAT2023.03 | 72.09 | 68.38 | |
| GSBackbone=GAT2023.03 | 71.98 | 67.98 | |
| RN(w TAM)Backbone=GAT2023.03 | 71.98 | 70.98 | |
| ConsisGADBackbone=GAT2023.03 | 71.97 | 70.62 | |
| RWBackbone=GAT2023.03 | 71.95 | 70.67 | |
| SCRBackbone=GAT2023.03 | 71.9 | 70.71 | |
| VanillaBackbone=GAT2023.03 | 71.35 | 69.6 | |
| RNBackbone=SAGE2023.03 | 70.94 | 70.04 | |
| PSBackbone=GAT2023.03 | 70.56 | 67.26 | |
| PSBackbone=SAGE2023.03 | 69.73 | 67.03 | |
| ConsisGADBackbone=SAGE2023.03 | 66.54 | 66.13 | |
| RWBackbone=SAGE2023.03 | 66.5 | 66.1 | |
| SCRBackbone=SAGE2023.03 | 66.41 | 66.05 | |
| VanillaBackbone=SAGE2023.03 | 65.3 | 64.77 |