Node Classification on Flickr (bAcc., F1)
30.76bAccUNREAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNREALBackbone=GCN2023.03 | 30.76 | 30.6 | |
| UNREALGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 30.76 | 30.6 | |
| UNREALBackbone=SAGE2023.03 | 30.68 | 31.01 | |
| UNREALGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 30.68 | 31.01 | |
| RWBackbone=GAT2023.03 | 30.66 | 27.12 | |
| Re-weightGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 30.66 | 27.12 | |
| PSBackbone=GAT2023.03 | 30.2 | 27.24 | |
| PC SoftmaxGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 30.2 | 27.24 | |
| BS(w TAM)Backbone=SAGE2023.03 | 29.79 | 27.56 | |
| BalancedSoftmax (w TAM)GNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 29.79 | 27.56 | |
| UNREALBackbone=GAT2023.03 | 29.45 | 28.21 | |
| UNREALGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 29.45 | 28.21 | |
| PSBackbone=GCN2023.03 | 29.21 | 25.81 | |
| PC SoftmaxGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 29.21 | 25.81 | |
| BIMBackbone=SAGE2023.03 | 28.34 | 25.03 | |
| BIMGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 28.34 | 25.03 | |
| RWBackbone=GCN2023.03 | 28.31 | 24.06 | |
| Re-weightGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 28.31 | 24.06 | |
| GSRBackbone=SAGE2023.03 | 28.26 | 25.01 | |
| GraphSRGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 28.26 | 25.01 | |
| BS(w TAM)Backbone=GAT2023.03 | 28.24 | 25.52 | |
| BSBackbone=SAGE2023.03 | 28.24 | 24.98 | |
| BalancedSoftmaxGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 28.24 | 24.98 | |
| BalancedSoftmax (w TAM)GNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 28.24 | 25.52 | |
| BIMBackbone=GCN2023.03 | 27.87 | 23.75 | |
| BIMGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 27.87 | 23.75 | |
| GSRBackbone=GCN2023.03 | 27.63 | 23.73 | |
| GraphSRGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 27.63 | 23.73 | |
| BSBackbone=GCN2023.03 | 27.61 | 23.7 | |
| BalancedSoftmaxGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 27.61 | 23.7 | |
| RWBackbone=SAGE2023.03 | 27.39 | 22.62 | |
| Re-weightGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 27.39 | 22.62 | |
| BS(w TAM)Backbone=GCN2023.03 | 27.06 | 23.97 | |
| BalancedSoftmax (w TAM)GNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 27.06 | 23.97 | |
| BIMBackbone=GAT2023.03 | 26.15 | 23.74 | |
| BIMGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 26.15 | 23.74 | |
| GSRBackbone=GAT2023.03 | 26.03 | 23.53 | |
| GraphSRGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 26.03 | 23.53 | |
| BSBackbone=GAT2023.03 | 26.01 | 23.5 | |
| BalancedSoftmaxGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 26.01 | 23.5 | |
| VanillaBackbone=GAT2023.03 | 25.87 | 25.32 | |
| VanillaGNN Architecture=GAT, Imbalance Ratio=10.802023.03 | 25.87 | 25.32 | |
| PSBackbone=SAGE2023.03 | 25.4 | 21.08 | |
| PC SoftmaxGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 25.4 | 21.08 | |
| VanillaBackbone=SAGE2023.03 | 25.29 | 24.16 | |
| VanillaGNN Architecture=SAGE, Imbalance Ratio=10.802023.03 | 25.29 | 24.16 | |
| VanillaBackbone=GCN2023.03 | 24.62 | 24.53 | |
| VanillaGNN Architecture=GCN, Imbalance Ratio=10.802023.03 | 24.62 | 24.53 |