Binary Classification on cylinder-bands (CB) (test)
0.896AUROCMambaTab-T
Evaluation results
| Method | Links | |
|---|---|---|
| MambaTab-Thyperparameters=tuned2024.01 | 0.896 | |
| XGBoostlearning_setting=supervised learning2022.05 | 0.892 | |
| XGBoost2024.01 | 0.892 | |
| FT-Translearning_setting=supervised learning2022.05 | 0.862 | |
| FT-Trans2024.01 | 0.862 | |
| MambaTab-Dhyperparameters=default2024.01 | 0.862 | |
| MambaTab-DEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.86 | |
| TabTranslearning_setting=supervised learning2022.05 | 0.855 | |
| TabTrans2024.01 | 0.855 | |
| TransTablearning_setting=supervised learning2022.05 | 0.851 | |
| TransTab2024.01 | 0.851 | |
| UniTabE-Straining_mode=from scratch2024.01 | 0.85 | |
| DCNlearning_setting=supervised learning2022.05 | 0.848 | |
| DCN2024.01 | 0.848 | |
| AutoIntlearning_setting=supervised learning2022.05 | 0.808 | |
| AutoInt2024.01 | 0.808 | |
| TransTabEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.791 | |
| TabTransEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.784 | |
| XGBoostEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.778 | |
| DCNEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.778 | |
| VIMElearning_setting=supervised learning2022.05 | 0.769 | |
| VIME2024.01 | 0.769 | |
| AutoIntEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.769 | |
| VIMEEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.769 | |
| FT-TransEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.768 | |
| LRlearning_setting=supervised learning2022.05 | 0.748 | |
| LR2024.01 | 0.748 | |
| LREvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.727 | |
| SCARFlearning_setting=supervised learning2022.05 | 0.719 | |
| SCARF2024.01 | 0.719 | |
| SCARFEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.703 | |
| TabNetlearning_setting=supervised learning2022.05 | 0.68 | |
| TabNet2024.01 | 0.68 | |
| SNNEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.644 | |
| MLPEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.631 | |
| SNNlearning_setting=supervised learning2022.05 | 0.621 | |
| SNN2024.01 | 0.621 | |
| MLPlearning_setting=supervised learning2022.05 | 0.613 | |
| MLP2024.01 | 0.613 | |
| TabNetEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 0.571 |