Node Classification on CS-Random (test)
90.11Balanced AccuracyReVar
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReVarArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 90.11 | 91.18 | |
| UNREALBackbone=GCN, Imbalance Ratio=41.002023.03 | 88.94 | 89.87 | |
| ReVarArchitecture=GCN, Imbalance Ratio=41.002023.10 | 88.44 | 89.54 | |
| PC SoftmaxArchitecture=GCN, Imbalance Ratio=41.002023.10 | 88.36 | 88.94 | |
| PC SoftmaxBackbone=GCN, Imbalance Ratio=41.002023.03 | 88.36 | 88.94 | |
| BalancedSoftmax + TAMArchitecture=GCN, Imbalance Ratio=41.002023.10 | 88.22 | 89.22 | |
| BalancedSoftmax (w TAM)Backbone=GCN, Imbalance Ratio=41.002023.03 | 88.22 | 89.22 | |
| UNREALBackbone=SAGE, Imbalance Ratio=41.002023.03 | 88.03 | 88.65 | |
| BalancedSoftmax + TAMArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 87.83 | 88.77 | |
| BalancedSoftmax (w TAM)Backbone=SAGE, Imbalance Ratio=41.002023.03 | 87.83 | 88.77 | |
| BalancedSoftmaxArchitecture=GCN, Imbalance Ratio=41.002023.10 | 87.72 | 88.67 | |
| BalancedSoftmaxBackbone=GCN, Imbalance Ratio=41.002023.03 | 87.72 | 88.67 | |
| UNREALBackbone=GAT, Imbalance Ratio=41.002023.03 | 87.65 | 87.65 | |
| Renode + TAMArchitecture=GCN, Imbalance Ratio=41.002023.10 | 87.55 | 89.03 | |
| Renode (w TAM)Backbone=GCN, Imbalance Ratio=41.002023.03 | 87.55 | 89.03 | |
| RenodeArchitecture=GCN, Imbalance Ratio=41.002023.10 | 87.53 | 88.91 | |
| RenodeBackbone=GCN, Imbalance Ratio=41.002023.03 | 87.53 | 88.91 | |
| Re-WeightArchitecture=GCN, Imbalance Ratio=41.002023.10 | 87.42 | 88.7 | |
| Re-WeightBackbone=GCN, Imbalance Ratio=41.002023.03 | 87.42 | 88.7 | |
| ReVarArchitecture=GAT, Imbalance Ratio=41.002023.10 | 87.33 | 88.33 | |
| PC SoftmaxArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 87.18 | 88 | |
| PC SoftmaxBackbone=SAGE, Imbalance Ratio=41.002023.03 | 87.18 | 88 | |
| BIMBackbone=GCN, Imbalance Ratio=41.002023.03 | 86.89 | 85.99 | |
| BalancedSoftmaxArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 86.78 | 88.05 | |
| BalancedSoftmaxBackbone=SAGE, Imbalance Ratio=41.002023.03 | 86.78 | 88.05 | |
| GraphSRBackbone=GCN, Imbalance Ratio=41.002023.03 | 86.73 | 85.91 | |
| Renode + TAMArchitecture=GAT, Imbalance Ratio=41.002023.10 | 86.61 | 87.42 | |
| Renode (w TAM)Backbone=GAT, Imbalance Ratio=41.002023.03 | 86.61 | 87.42 | |
| GraphENS + TAMArchitecture=GCN, Imbalance Ratio=41.002023.10 | 86.34 | 87.36 | |
| GraphENS (w TAM)Backbone=GCN, Imbalance Ratio=41.002023.03 | 86.34 | 87.36 | |
| GraphENS + TAMArchitecture=GAT, Imbalance Ratio=41.002023.10 | 86.29 | 87.28 | |
| GraphENS (w TAM)Backbone=GAT, Imbalance Ratio=41.002023.03 | 86.29 | 87.28 | |
| RenodeArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 86.13 | 87.89 | |
| RenodeBackbone=SAGE, Imbalance Ratio=41.002023.03 | 86.13 | 87.89 | |
| GraphENS + TAMArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 85.99 | 87.25 | |
| GraphENS (w TAM)Backbone=SAGE, Imbalance Ratio=41.002023.03 | 85.99 | 87.25 | |
| RenodeArchitecture=GAT, Imbalance Ratio=41.002023.10 | 85.98 | 86.97 | |
| RenodeBackbone=GAT, Imbalance Ratio=41.002023.03 | 85.98 | 86.97 | |
| GraphENSArchitecture=GCN, Imbalance Ratio=41.002023.10 | 85.97 | 86.68 | |
| GraphENSBackbone=GCN, Imbalance Ratio=41.002023.03 | 85.97 | 86.68 | |
| GraphENSArchitecture=GAT, Imbalance Ratio=41.002023.10 | 85.86 | 86.51 | |
| GraphENSBackbone=GAT, Imbalance Ratio=41.002023.03 | 85.86 | 86.51 | |
| GraphSMOTEArchitecture=GCN, Imbalance Ratio=41.002023.10 | 85.76 | 87.31 | |
| Re-WeightArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 85.76 | 87.32 | |
| GraphSMOTEArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 85.76 | 87.34 | |
| Re-WeightBackbone=SAGE, Imbalance Ratio=41.002023.03 | 85.76 | 87.32 | |
| GraphSMOTEBackbone=GCN, Imbalance Ratio=41.002023.03 | 85.76 | 87.31 | |
| GraphSMOTEBackbone=SAGE, Imbalance Ratio=41.002023.03 | 85.76 | 87.34 | |
| BIMBackbone=SAGE, Imbalance Ratio=41.002023.03 | 85.65 | 86.73 | |
| BIMBackbone=GAT, Imbalance Ratio=41.002023.03 | 85.63 | 86.65 | |
| BalancedSoftmax + TAMArchitecture=GAT, Imbalance Ratio=41.002023.10 | 85.48 | 85.77 | |
| BalancedSoftmax (w TAM)Backbone=GAT, Imbalance Ratio=41.002023.03 | 85.48 | 85.77 | |
| GraphSRBackbone=SAGE, Imbalance Ratio=41.002023.03 | 85.44 | 86.46 | |
| GraphENSArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 85.39 | 86.41 | |
| GraphENSBackbone=SAGE, Imbalance Ratio=41.002023.03 | 85.39 | 86.41 | |
| GraphSRBackbone=GAT, Imbalance Ratio=41.002023.03 | 85.34 | 86.56 | |
| PC SoftmaxArchitecture=GAT, Imbalance Ratio=41.002023.10 | 85.22 | 85.54 | |
| PC SoftmaxBackbone=GAT, Imbalance Ratio=41.002023.03 | 85.22 | 85.54 | |
| Renode + TAMArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 85.21 | 87.01 | |
| Renode (w TAM)Backbone=SAGE, Imbalance Ratio=41.002023.03 | 85.21 | 87.01 | |
| VanillaArchitecture=GCN, Imbalance Ratio=41.002023.10 | 84.85 | 87.12 | |
| VanillaBackbone=GCN, Imbalance Ratio=41.002023.03 | 84.85 | 87.12 | |
| GraphSMOTEArchitecture=GAT, Imbalance Ratio=41.002023.10 | 84.65 | 85.63 | |
| GraphSMOTEBackbone=GAT, Imbalance Ratio=41.002023.03 | 84.65 | 85.63 | |
| BalancedSoftmaxArchitecture=GAT, Imbalance Ratio=41.002023.10 | 84.38 | 84.53 | |
| BalancedSoftmaxBackbone=GAT, Imbalance Ratio=41.002023.03 | 84.38 | 84.53 | |
| VanillaArchitecture=SAGE, Imbalance Ratio=41.002023.10 | 83.76 | 86.22 | |
| VanillaBackbone=SAGE, Imbalance Ratio=41.002023.03 | 83.76 | 86.22 | |
| Re-WeightArchitecture=GAT, Imbalance Ratio=41.002023.10 | 83.55 | 84.73 | |
| Re-WeightBackbone=GAT, Imbalance Ratio=41.002023.03 | 83.55 | 84.73 | |
| VanillaArchitecture=GAT, Imbalance Ratio=41.002023.10 | 82.47 | 84.21 | |
| VanillaBackbone=GAT, Imbalance Ratio=41.002023.03 | 82.47 | 84.21 |