Tabular Classification on Flare-F
82.4Balanced AccuracyTVAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TVAEClassifier=RF2025.08 | 82.4 | — | |
| ctdGANClassifier=Random Forest2025.08 | 77.1 | — | |
| ctdGANClassifier=XGBoost2025.08 | 75.8 | 26.7 | |
| ctdGANClassifier=Multilayer Perceptron2025.08 | 75.5 | — | |
| TVAEClassifier=XGBoost2025.08 | 68 | 362.2 | |
| TVAEClassifier=MLP2025.08 | 67.3 | — | |
| CT GANClassifier=RF2025.08 | 61.7 | — | |
| CT GANClassifier=MLP2025.08 | 49.8 | — | |
| CT GANClassifier=XGBoost2025.08 | 49 | 278.1 | |
| COP GANClassifier=RF2025.08 | 43.3 | — | |
| COP GANClassifier=MLP2025.08 | 36.6 | — | |
| COP GANClassifier=XGBoost2025.08 | 32.9 | 183.6 | |
| ctdGANClassifier=RF2025.08 | 13.2 | — | |
| ctdGANClassifier=XGBoost2025.08 | 6.1 | 29.9 | |
| ctdGANClassifier=MLP2025.08 | 5.7 | — | |
| CTAB GAN+Classifier=RF2025.08 | -4.2 | — | |
| CGANClassifier=RF2025.08 | -4.4 | — | |
| SB GANClassifier=RF2025.08 | -4.4 | — | |
| GCOP GANClassifier=RF2025.08 | -5.2 | — | |
| CTAB GAN+Classifier=MLP2025.08 | -10.2 | — | |
| CGANClassifier=MLP2025.08 | -11.7 | — | |
| SB GANClassifier=MLP2025.08 | -11.7 | — | |
| GCOP GANClassifier=MLP2025.08 | -12.2 | — | |
| CGANClassifier=XGBoost2025.08 | -12.4 | -99.9 | |
| CTAB GAN+Classifier=XGBoost2025.08 | -12.6 | -99.9 | |
| SB GANClassifier=XGBoost2025.08 | -12.6 | -99.9 | |
| GCOP GANClassifier=XGBoost2025.08 | -13.1 | -99.9 |