Tabular Classification on WIDS
98.4Clean AccuracyTabNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabNetRobustification=Madry adversarial training2025.06 | 98.4 | 58.8 | 58.5 | |
| RLNRobustification=Madry adversarial training2025.06 | 78 | 67.6 | 66.6 | |
| TabTr.Robustification=Madry adversarial training2025.06 | 77.3 | 66.3 | 65.2 | |
| TabICLRobustification=AICL, Hardening attack=CAA2025.06 | 76.2 | 60 | 54.7 | |
| TabICLTraining=AICL CAA2025.06 | 76.2 | 60 | 54.7 | |
| TabICLTraining=AICL CAA2025.06 | 76.2 | 60 | 54.7 | |
| TabICLRobustification=AICL, Hardening attack=CAPGD2025.06 | 75.5 | 55.5 | 50.3 | |
| TabICLTraining=Original2025.06 | 75.5 | 38.4 | 29.9 | |
| TabICLTraining=AICL CAPGD2025.06 | 75.5 | 55.5 | 50.3 | |
| TabICLTraining=Original2025.06 | 75.5 | 38.2 | 30.5 | |
| TabICLTraining=AICL CAPGD2025.06 | 75.5 | 55.5 | 50.3 | |
| TabPFNv2Training=AFT CAA2025.06 | 73.3 | 38.2 | 31.1 | |
| TabPFN2Training=AFT CAA2025.06 | 73.3 | 38.2 | 31.1 | |
| VIMERobustification=Madry adversarial training2025.06 | 72.1 | 53 | 52.3 | |
| TabICLTraining=AFT CAA2025.06 | 71.6 | 44.1 | 32.2 | |
| TabICLTraining=AFT CAA2025.06 | 71.6 | 44.1 | 32.2 | |
| TabPFNv2Robustification=AICL, Hardening attack=CAA2025.06 | 70.7 | 65.7 | 51.5 | |
| TabPFNv2Robustification=AICL, Hardening attack=CAPGD2025.06 | 70.7 | 63.7 | 42.5 | |
| TabPFNv2Training=Original2025.06 | 70.7 | 49.2 | 30.8 | |
| TabPFNv2Training=AICL CAA2025.06 | 70.7 | 65.7 | 51.5 | |
| TabPFNv2Training=AICL CAPGD2025.06 | 70.7 | 63.7 | 42.5 | |
| TabPFN2Training=Original2025.06 | 70.7 | 49.2 | 30.8 | |
| TabPFN2Training=AICL CAA2025.06 | 70.7 | 65.7 | 51.5 | |
| TabPFN2Training=AICL CAPGD2025.06 | 70.7 | 63.7 | 42.5 | |
| TabPFNv2Training=AFT CPGD2025.06 | 68.7 | 34.2 | 25.7 | |
| TabPFN2Training=AFT CPGD2025.06 | 68.7 | 34.2 | 25.7 | |
| STGRobustification=Madry adversarial training2025.06 | 62.6 | 46.5 | 45.1 | |
| TabICLTraining=AFT CPGD2025.06 | 54.6 | 35.2 | 14.8 | |
| TabICLTraining=AFT CPGD2025.06 | 54.6 | 35.2 | 14.8 |