Tabular Classification on LCLD
74.5Clean AccuracyTabTr.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabTr.Robustification=Madry adversarial training2025.06 | 74.5 | 70.5 | 69.9 | |
| RLNRobustification=Madry adversarial training2025.06 | 70.3 | 64.3 | 63 | |
| VIMERobustification=Madry adversarial training2025.06 | 65.1 | 12.8 | 10.2 | |
| TabPFNv2Training=AFT CAA2025.06 | 62.7 | 20.6 | 12 | |
| TabPFN2Training=AFT CAA2025.06 | 62.7 | 20.6 | 12 | |
| TabPFNv2Training=AFT CPGD2025.06 | 61.6 | 22.3 | 12.8 | |
| TabPFN2Training=AFT CPGD2025.06 | 61.6 | 22.3 | 12.8 | |
| TabPFNv2Robustification=AICL, Hardening attack=CAA2025.06 | 60.4 | 49.3 | 41.2 | |
| TabPFNv2Training=AICL CAA2025.06 | 60.4 | 49.3 | 41.2 | |
| TabPFN2Training=AICL CAA2025.06 | 60.4 | 49.3 | 41.2 | |
| TabICLRobustification=AICL, Hardening attack=CAA2025.06 | 60.3 | 51.2 | 39.6 | |
| TabICLTraining=AICL CAA2025.06 | 60.3 | 51.2 | 39.6 | |
| TabICLTraining=AICL CAA2025.06 | 60.3 | 51.2 | 39.6 | |
| TabPFNv2Training=Original2025.06 | 59.7 | 22.4 | 9 | |
| TabPFN2Training=Original2025.06 | 59.7 | 22.4 | 9 | |
| TabICLTraining=Original2025.06 | 59.6 | 18.3 | 9.9 | |
| TabICLTraining=Original2025.06 | 59.6 | 18.5 | 10.2 | |
| TabICLTraining=AFT CPGD2025.06 | 59.2 | 18.4 | 4.3 | |
| TabICLTraining=AFT CPGD2025.06 | 59.2 | 18.4 | 4.3 | |
| TabICLRobustification=AICL, Hardening attack=CAPGD2025.06 | 58.8 | 47.1 | 20.8 | |
| TabICLTraining=AICL CAPGD2025.06 | 58.8 | 47.1 | 20.8 | |
| TabICLTraining=AICL CAPGD2025.06 | 58.8 | 47.1 | 20.8 | |
| TabPFNv2Robustification=AICL, Hardening attack=CAPGD2025.06 | 55.8 | 42 | 14.7 | |
| TabPFNv2Training=AICL CAPGD2025.06 | 55.8 | 42 | 14.7 | |
| TabPFN2Training=AICL CAPGD2025.06 | 55.8 | 42 | 14.7 | |
| TabICLTraining=AFT CAA2025.06 | 54.4 | 22.6 | 20.4 | |
| TabICLTraining=AFT CAA2025.06 | 54.4 | 22.6 | 20.4 | |
| STGRobustification=Madry adversarial training2025.06 | 16.7 | 13.4 | 13.4 | |
| TabNetRobustification=Madry adversarial training2025.06 | 0 | 0 | 0 |