Tabular Classification on HELOC (test)
100AccuracyTabNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabNetRobustification=Madry adversarial training2025.06 | 100 | 100 | 100 | |
| RLNRobustification=Madry adversarial training2025.06 | 90.1 | 24.7 | 24.5 | |
| STGRobustification=Madry adversarial training2025.06 | 88.8 | 15.5 | 15.1 | |
| TabPFNv2Training=AFT CPGD2025.06 | 78.3 | 0.7 | 0.2 | |
| TabICLTraining=AFT CPGD2025.06 | 75.5 | 3.4 | 0.1 | |
| VIMERobustification=Madry adversarial training2025.06 | 74.9 | 10.3 | 10.2 | |
| TabPFNv2Training=AFT CAA2025.06 | 74.5 | 0.3 | 0.1 | |
| TabICLTraining=AFT CAA2025.06 | 73.9 | 17.3 | 7.2 | |
| TabPFNv2Robustification=CAA2025.06 | 73.7 | 73 | 35.4 | |
| TabPFNv2Training=AICL CAA2025.06 | 73.7 | 73 | 35.4 | |
| TabPFNv2Training=Original2025.06 | 73.5 | 5 | 0.3 | |
| TabICLRobustification=AICL (CAA)2025.06 | 72.5 | 72.4 | 40.8 | |
| TabICLTraining=AICL CAA2025.06 | 72.5 | 72.4 | 40.8 | |
| TabICLTraining=Original2025.06 | 70.9 | 11.9 | 10.9 | |
| TabTr.Robustification=Madry adversarial training2025.06 | 70.3 | 3.1 | 2.4 | |
| TabPFNv2Robustification=CAPGD2025.06 | 68.8 | 67.9 | 7.4 | |
| TabPFNv2Training=AICL CAPGD2025.06 | 68.8 | 67.9 | 7.4 | |
| TabICLRobustification=AICL (CAPGD)2025.06 | 66.5 | 66.5 | 10.8 | |
| TabICLTraining=AICL CAPGD2025.06 | 66.5 | 66.5 | 10.8 |