Tabular Classification on Credit
83.3Clean AccuracyCatBoost (CB)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CatBoost (CB)Robustness technique=None2023.06 | 83.3 | 71.7 | — | |
| Light Gradient Boosting (LGBM)Robustness technique=None2023.06 | 83.1 | 69.9 | — | |
| Gradient Boosted Stumps (GBS)Robustness technique=None2023.06 | 82.1 | 70.9 | — | |
| Gradient Boosted Stumps (GBS)Robustness technique=Robust Embeddings (-R)2023.06 | 80.6 | 71.4 | — | |
| CatBoost (CB)Robustness technique=Robust Embeddings (-R)2023.06 | 79.7 | 71.9 | — | |
| Light Gradient Boosting (LGBM)Robustness technique=Robust Embeddings (-R)2023.06 | 79.6 | 72.5 | — | |
| Random ForestRobustness technique=None2023.06 | 78 | 55.2 | — | |
| Random ForestRobustness technique=Robust Embeddings (-R)2023.06 | 73.4 | 66.7 | — | |
| Gradient Boosted Stumps (GBS)Robustness technique=Wang et al. (2020) (-W)2023.06 | 61.7 | 61.3 | — | |
| Clean Data2026.06 | — | — | 81.35 | |
| DDA-repair2026.06 | — | — | 74.84 | |
| DDA-select2026.06 | — | — | 76.53 | |
| DDC2026.06 | — | — | 77.15 | |
| DeMixrepair=true2026.06 | — | — | 80.12 | |
| DeMixrepair=false2026.06 | — | — | 79.31 | |
| DeMix-unifrepair=true2026.06 | — | — | 79.05 | |
| DeMix-unifrepair=false2026.06 | — | — | 78.02 | |
| Error. Data2026.06 | — | — | 72.23 |