Node Classification on Cora (AUC)
96.7AUCGraphSB
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphSBTraining Imbalance Ratio rho=0.92026.01 | 96.7 | |
| GraphSBTraining Imbalance Ratio rho=0.72026.01 | 96.6 | |
| GraphSBTraining Imbalance Ratio rho=0.52026.01 | 96.4 | |
| IceBergTraining Imbalance Ratio rho=0.92026.01 | 95.6 | |
| IceBergTraining Imbalance Ratio rho=0.72026.01 | 95.5 | |
| GraphSBTraining Imbalance Ratio rho=0.32026.01 | 95.3 | |
| IceBergTraining Imbalance Ratio rho=0.52026.01 | 95.1 | |
| GraphSHATraining Imbalance Ratio rho=0.92026.01 | 95 | |
| CDCGANTraining Imbalance Ratio rho=0.72026.01 | 95 | |
| CDCGANTraining Imbalance Ratio rho=0.92026.01 | 94.9 | |
| GraphSHATraining Imbalance Ratio rho=0.72026.01 | 94.8 | |
| GraphMixupTraining Imbalance Ratio rho=0.92026.01 | 94.7 | |
| GraphSHATraining Imbalance Ratio rho=0.52026.01 | 94.7 | |
| GraphENSTraining Imbalance Ratio rho=0.52026.01 | 94.5 | |
| GraphMixupTraining Imbalance Ratio rho=0.72026.01 | 94.5 | |
| CDCGANTraining Imbalance Ratio rho=0.52026.01 | 94.5 | |
| GraphSBTraining Imbalance Ratio rho=0.12026.01 | 94.5 | |
| TAMTraining Imbalance Ratio rho=0.92026.01 | 94.3 | |
| GraphMixupTraining Imbalance Ratio rho=0.52026.01 | 94.3 | |
| TAMTraining Imbalance Ratio rho=0.72026.01 | 94.1 | |
| GraphENSTraining Imbalance Ratio rho=0.92026.01 | 94.1 | |
| DR-GNNTraining Imbalance Ratio rho=0.92026.01 | 93.9 | |
| GraphENSTraining Imbalance Ratio rho=0.72026.01 | 93.9 | |
| DR-GNNTraining Imbalance Ratio rho=0.72026.01 | 93.7 | |
| TAMTraining Imbalance Ratio rho=0.52026.01 | 93.7 | |
| GraphSMOTETraining Imbalance Ratio rho=0.92026.01 | 93.7 | |
| GraphSMOTETraining Imbalance Ratio rho=0.72026.01 | 93.5 | |
| IceBergTraining Imbalance Ratio rho=0.32026.01 | 93.5 | |
| DR-GNNTraining Imbalance Ratio rho=0.52026.01 | 93.3 | |
| SMOTETraining Imbalance Ratio rho=0.92026.01 | 93.2 | |
| Re-weightTraining Imbalance Ratio rho=0.92026.01 | 93.1 | |
| GraphSMOTETraining Imbalance Ratio rho=0.52026.01 | 93.1 | |
| GraphMixupTraining Imbalance Ratio rho=0.32026.01 | 93.1 | |
| SMOTETraining Imbalance Ratio rho=0.72026.01 | 93 | |
| Re-weightTraining Imbalance Ratio rho=0.72026.01 | 92.9 | |
| Embed-SMOTETraining Imbalance Ratio rho=0.92026.01 | 92.9 | |
| GraphSHATraining Imbalance Ratio rho=0.32026.01 | 92.8 | |
| Embed-SMOTETraining Imbalance Ratio rho=0.72026.01 | 92.7 | |
| CDCGANTraining Imbalance Ratio rho=0.32026.01 | 92.6 | |
| VanillaTraining Imbalance Ratio rho=0.92026.01 | 92.5 | |
| Re-weightTraining Imbalance Ratio rho=0.52026.01 | 92.5 | |
| SMOTETraining Imbalance Ratio rho=0.52026.01 | 92.5 | |
| TAMTraining Imbalance Ratio rho=0.32026.01 | 92.5 | |
| GraphENSTraining Imbalance Ratio rho=0.32026.01 | 92.5 | |
| VanillaTraining Imbalance Ratio rho=0.72026.01 | 92.3 | |
| GraphSMOTETraining Imbalance Ratio rho=0.32026.01 | 92.3 | |
| Re-weightTraining Imbalance Ratio rho=0.32026.01 | 92.1 | |
| DR-GNNTraining Imbalance Ratio rho=0.32026.01 | 92.1 | |
| IceBergTraining Imbalance Ratio rho=0.12026.01 | 92 | |
| Embed-SMOTETraining Imbalance Ratio rho=0.52026.01 | 91.8 | |
| SMOTETraining Imbalance Ratio rho=0.32026.01 | 91.7 | |
| VanillaTraining Imbalance Ratio rho=0.52026.01 | 91.2 | |
| CDCGANTraining Imbalance Ratio rho=0.12026.01 | 91 | |
| VanillaTraining Imbalance Ratio rho=0.32026.01 | 90.7 | |
| Embed-SMOTETraining Imbalance Ratio rho=0.32026.01 | 90.6 | |
| GraphMixupTraining Imbalance Ratio rho=0.12026.01 | 90.3 | |
| GraphSHATraining Imbalance Ratio rho=0.12026.01 | 89.7 | |
| TAMTraining Imbalance Ratio rho=0.12026.01 | 89.5 | |
| GraphENSTraining Imbalance Ratio rho=0.12026.01 | 89.4 | |
| DR-GNNTraining Imbalance Ratio rho=0.12026.01 | 89 | |
| GraphSMOTETraining Imbalance Ratio rho=0.12026.01 | 88.7 | |
| Embed-SMOTETraining Imbalance Ratio rho=0.12026.01 | 87 | |
| Re-weightTraining Imbalance Ratio rho=0.12026.01 | 86.9 | |
| VanillaTraining Imbalance Ratio rho=0.12026.01 | 84.3 | |
| SMOTETraining Imbalance Ratio rho=0.12026.01 | 83.9 |