Tabular Classification on ecoli2
91Balanced AccuracyctdGAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ctdGANClassifier=Random Forest2025.08 | 91 | — | |
| ctdGANClassifier=Multilayer Perceptron2025.08 | 89.9 | — | |
| ctdGANClassifier=XGBoost2025.08 | 89 | 78.6 | |
| ctdGANClassifier=MLP2025.08 | 0.4 | — | |
| ctdGANClassifier=XGBoost2025.08 | -1.9 | -3.8 | |
| ctdGANClassifier=RF2025.08 | -3.2 | — | |
| TVAEClassifier=MLP2025.08 | -7 | — | |
| TVAEClassifier=XGBoost2025.08 | -8.4 | -16.8 | |
| CT GANClassifier=XGBoost2025.08 | -10.6 | -20.2 | |
| TVAEClassifier=RF2025.08 | -12 | — | |
| CT GANClassifier=MLP2025.08 | -13.8 | — | |
| CT GANClassifier=RF2025.08 | -16.6 | — | |
| COP GANClassifier=XGBoost2025.08 | -20.2 | -39.6 | |
| COP GANClassifier=MLP2025.08 | -21.9 | — | |
| CTAB GAN+Classifier=MLP2025.08 | -22.1 | — | |
| CTAB GAN+Classifier=XGBoost2025.08 | -22.2 | -42.1 | |
| COP GANClassifier=RF2025.08 | -24 | — | |
| CTAB GAN+Classifier=RF2025.08 | -28.5 | — | |
| GCOP GANClassifier=XGBoost2025.08 | -37.3 | -76.2 | |
| GCOP GANClassifier=RF2025.08 | -39.4 | — | |
| GCOP GANClassifier=MLP2025.08 | -41.8 | — | |
| CGANClassifier=XGBoost2025.08 | -42 | -93.4 | |
| SB GANClassifier=XGBoost2025.08 | -42.1 | -94 | |
| CGANClassifier=RF2025.08 | -42.8 | — | |
| SB GANClassifier=RF2025.08 | -42.9 | — | |
| CGANClassifier=MLP2025.08 | -44.4 | — | |
| SB GANClassifier=MLP2025.08 | -44.4 | — |