Node Classification on CS-Random
89.87F1-scoreUNREAL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UNREALBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 89.87 | 88.94 | |
| UNREALBackbone=GCN2023.03 | 89.87 | — | |
| BalancedSoftmax (w TAM)Backbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 89.22 | 88.22 | |
| Renode (w TAM)Backbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 89.03 | 87.55 | |
| PC SoftmaxBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 88.94 | 88.36 | |
| RenodeBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 88.91 | 87.53 | |
| BalancedSoftmax (w TAM)Backbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 88.77 | 87.83 | |
| Re-WeightBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 88.7 | 87.42 | |
| BalancedSoftmaxBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 88.67 | 87.72 | |
| UNREALBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 88.65 | 88.03 | |
| UNREALBackbone=SAGE2023.03 | 88.65 | — | |
| M3SBackbone=GCN2023.03 | 88.12 | — | |
| BalancedSoftmaxBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 88.05 | 86.78 | |
| PC SoftmaxBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 88 | 87.18 | |
| RenodeBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 87.89 | 86.13 | |
| UNREALBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 87.65 | 87.65 | |
| UNREALBackbone=GAT2023.03 | 87.65 | — | |
| Co-TrainingBackbone=GCN2023.03 | 87.56 | — | |
| Self-TrainingBackbone=GCN2023.03 | 87.54 | — | |
| M3SBackbone=SAGE2023.03 | 87.43 | — | |
| Renode (w TAM)Backbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 87.42 | 86.61 | |
| GraphENS (w TAM)Backbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 87.36 | 86.34 | |
| GraphSMOTEBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 87.34 | 85.76 | |
| Re-WeightBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 87.32 | 85.76 | |
| GraphSMOTEBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 87.31 | 85.76 | |
| GraphENS (w TAM)Backbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 87.28 | 86.29 | |
| GraphENS (w TAM)Backbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 87.25 | 85.99 | |
| Co-TrainingBackbone=SAGE2023.03 | 87.21 | — | |
| VanillaBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 87.12 | 84.85 | |
| Renode (w TAM)Backbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 87.01 | 85.21 | |
| RenodeBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 86.97 | 85.98 | |
| BIMBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 86.73 | 85.65 | |
| GraphENSBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 86.68 | 85.97 | |
| BIMBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 86.65 | 85.63 | |
| GraphSRBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 86.56 | 85.34 | |
| Self-TrainingBackbone=SAGE2023.03 | 86.54 | — | |
| M3SBackbone=GAT2023.03 | 86.54 | — | |
| GraphENSBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 86.51 | 85.86 | |
| GraphSRBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 86.46 | 85.44 | |
| GraphENSBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 86.41 | 85.39 | |
| VanillaBackbone=SAGE, Imbalance Ratio (ρ)=41.002023.03 | 86.22 | 83.76 | |
| BIMBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 85.99 | 86.89 | |
| GraphSRBackbone=GCN, Imbalance Ratio (ρ)=41.002023.03 | 85.91 | 86.73 | |
| BalancedSoftmax (w TAM)Backbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 85.77 | 85.48 | |
| GraphSMOTEBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 85.63 | 84.65 | |
| PC SoftmaxBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 85.54 | 85.22 | |
| Self-TrainingBackbone=GAT2023.03 | 85.32 | — | |
| Co-TrainingBackbone=GAT2023.03 | 85.32 | — | |
| Re-WeightBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 84.73 | 83.55 | |
| BalancedSoftmaxBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 84.53 | 84.38 | |
| VanillaBackbone=GAT, Imbalance Ratio (ρ)=41.002023.03 | 84.21 | 82.47 |