Tabular Classification on BAF
74.4Clean AccuracyCatBoost (CB)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CatBoost (CB)Robustness technique=None2023.06 | 74.4 | 48.2 | |
| Light Gradient Boosting (LGBM)Robustness technique=None2023.06 | 74.1 | 49.2 | |
| Gradient Boosted Stumps (GBS)Robustness technique=None2023.06 | 74.1 | 46.8 | |
| Random ForestRobustness technique=None2023.06 | 72.3 | 42.8 | |
| Light Gradient Boosting (LGBM)Robustness technique=Robust Embeddings (-R)2023.06 | 68.1 | 67.5 | |
| Gradient Boosted Stumps (GBS)Robustness technique=Robust Embeddings (-R)2023.06 | 68.1 | 67.7 | |
| CatBoost (CB)Robustness technique=Robust Embeddings (-R)2023.06 | 67.2 | 67.2 | |
| Random ForestRobustness technique=Robust Embeddings (-R)2023.06 | 65.8 | 65.8 | |
| Gradient Boosted Stumps (GBS)Robustness technique=Wang et al. (2020) (-W)2023.06 | 64.8 | 33.5 | |
| Random ForestRobustness technique=Chen et al. (2019) (-C)2023.06 | 61.3 | 61.3 |