Node Classification on Computers Random rho=25.50 (test)
85Balanced AccuracyReVar
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ReVarBackbone=GCN, Repetitions=52023.10 | 85 | 82.35 | |
| GraphENS + TAMBackbone=GCN, Repetitions=52023.10 | 82.83 | 76.76 | |
| GraphENSBackbone=GCN, Repetitions=52023.10 | 82.66 | 76.55 | |
| ReVarBackbone=GAT, Repetitions=52023.10 | 81.94 | 80.94 | |
| BalancedSoftmax + TAMBackbone=GCN, Repetitions=52023.10 | 81.64 | 75.59 | |
| RenodeBackbone=GCN, Repetitions=52023.10 | 81.64 | 76.87 | |
| BalancedSoftmaxBackbone=GCN, Repetitions=52023.10 | 81.39 | 74.54 | |
| PC SoftmaxBackbone=GCN, Repetitions=52023.10 | 81.34 | 75.17 | |
| ReVarBackbone=SAGE, Repetitions=52023.10 | 80.61 | 77.49 | |
| GraphSMOTEBackbone=GCN, Repetitions=52023.10 | 80.5 | 73.79 | |
| Renode + TAMBackbone=GCN, Repetitions=52023.10 | 80.5 | 75.79 | |
| Re-WeightBackbone=GCN, Repetitions=52023.10 | 80.49 | 75.07 | |
| GraphENS + TAMBackbone=SAGE, Repetitions=52023.10 | 78.98 | 73.59 | |
| VanillaBackbone=GCN, Repetitions=52023.10 | 78.43 | 77.14 | |
| GraphENSBackbone=SAGE, Repetitions=52023.10 | 77.64 | 72.65 | |
| GraphENS + TAMBackbone=GAT, Repetitions=52023.10 | 75.81 | 72.62 | |
| GraphENSBackbone=GAT, Repetitions=52023.10 | 75.25 | 71.49 | |
| BalancedSoftmax + TAMBackbone=GAT, Repetitions=52023.10 | 74 | 70.72 | |
| BalancedSoftmaxBackbone=SAGE, Repetitions=52023.10 | 73.8 | 69.74 | |
| BalancedSoftmax + TAMBackbone=SAGE, Repetitions=52023.10 | 73.77 | 71.03 | |
| RenodeBackbone=GAT, Repetitions=52023.10 | 72.8 | 71.4 | |
| GraphSMOTEBackbone=SAGE, Repetitions=52023.10 | 72.69 | 68.73 | |
| Renode + TAMBackbone=SAGE, Repetitions=52023.10 | 72.69 | 70.73 | |
| BalancedSoftmaxBackbone=GAT, Repetitions=52023.10 | 72.09 | 68.38 | |
| GraphSMOTEBackbone=GAT, Repetitions=52023.10 | 71.98 | 67.98 | |
| Renode + TAMBackbone=GAT, Repetitions=52023.10 | 71.98 | 70.98 | |
| Re-WeightBackbone=GAT, Repetitions=52023.10 | 71.95 | 70.67 | |
| VanillaBackbone=GAT, Repetitions=52023.10 | 71.35 | 69.6 | |
| RenodeBackbone=SAGE, Repetitions=52023.10 | 70.94 | 70.04 | |
| PC SoftmaxBackbone=GAT, Repetitions=52023.10 | 70.56 | 67.26 | |
| PC SoftmaxBackbone=SAGE, Repetitions=52023.10 | 69.73 | 67.03 | |
| Re-WeightBackbone=SAGE, Repetitions=52023.10 | 66.5 | 66.1 | |
| VanillaBackbone=SAGE, Repetitions=52023.10 | 65.3 | 64.77 |