Tabular Classification on Adult (test)
91.4AUROCTabTrans
Evaluation results
| Method | Links | |
|---|---|---|
| TabTrans2024.01 | 91.4 | |
| MambaTab-Thyperparameters=tuned2024.01 | 91.4 | |
| DCN2024.01 | 91.3 | |
| AutoInt2024.01 | 91.3 | |
| FT-Trans2024.01 | 91.3 | |
| XGBoost2024.01 | 91.2 | |
| VIME2024.01 | 91.2 | |
| SCARF2024.01 | 91.1 | |
| UniTabE-Straining_mode=from scratch2024.01 | 91 | |
| TransTab2024.01 | 90.7 | |
| MambaTab-Dhyperparameters=default2024.01 | 90.6 | |
| MLP2024.01 | 90.4 | |
| TabNet2024.01 | 90.4 | |
| MambaTab-DEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 90.4 | |
| SNN2024.01 | 90.2 | |
| TransTabEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.4 | |
| DCNEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.3 | |
| AutoIntEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.3 | |
| FT-TransEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.2 | |
| VIMEEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.2 | |
| XGBoostEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.1 | |
| SCARFEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89.1 | |
| MLPEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 89 | |
| SNNEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 88.8 | |
| TabNetEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 88.6 | |
| TabTransEvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 85.6 | |
| LR2024.01 | 85.1 | |
| LREvaluation Protocol=feature incremental learning, Number of runs=102024.01 | 83.2 |