Binary Classification on dresses-sales (DS) (test)
68.1AUROCMambaTab-T
Evaluation results
| Method | Links | |
|---|---|---|
| MambaTab-Thyperparameters=tuned2024.01 | 68.1 | |
| DCNlearning_setting=supervised learning2022.05 | 67.4 | |
| DCN2024.01 | 67.4 | |
| AutoIntlearning_setting=supervised learning2022.05 | 67.2 | |
| AutoInt2024.01 | 67.2 | |
| MambaTab-DEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 66.9 | |
| TransTabEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 66.5 | |
| SCARFlearning_setting=supervised learning2022.05 | 66.3 | |
| SCARF2024.01 | 66.3 | |
| FT-Translearning_setting=supervised learning2022.05 | 65.7 | |
| FT-Trans2024.01 | 65.7 | |
| TabTranslearning_setting=supervised learning2022.05 | 64.8 | |
| TabTrans2024.01 | 64.8 | |
| TransTablearning_setting=supervised learning2022.05 | 64.3 | |
| TransTab2024.01 | 64.3 | |
| MambaTab-Dhyperparameters=default2024.01 | 64.3 | |
| FT-TransEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 62.6 | |
| UniTabE-Straining_mode=from scratch2024.01 | 62 | |
| XGBoostlearning_setting=supervised learning2022.05 | 58.7 | |
| XGBoost2024.01 | 58.7 | |
| TabTransEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 58.4 | |
| DCNEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 57.8 | |
| VIMEEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 57.1 | |
| MLPlearning_setting=supervised learning2022.05 | 56.8 | |
| MLP2024.01 | 56.8 | |
| AutoIntEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 56.3 | |
| LRlearning_setting=supervised learning2022.05 | 55.7 | |
| LR2024.01 | 55.7 | |
| SCARFEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 55.6 | |
| SNNlearning_setting=supervised learning2022.05 | 54 | |
| SNN2024.01 | 54 | |
| XGBoostEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 52.7 | |
| MLPEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 51.6 | |
| VIMElearning_setting=supervised learning2022.05 | 48.5 | |
| VIME2024.01 | 48.5 | |
| TabNetlearning_setting=supervised learning2022.05 | 47.8 | |
| TabNet2024.01 | 47.8 | |
| LREvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 47.5 | |
| SNNEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 44.2 | |
| TabNetEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 41.9 |