Tabular Classification on ACSIncome state VT
77.7Average AccuracyXGB
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XGBAccess to Demographics=Blind (Baseline)2026.02 | 77.7 | 41.9 | 58.1 | 76 | 3.6 | |
| LRAccess to Demographics=Blind (Baseline)2026.02 | 76.4 | 38.4 | 61.6 | 74.6 | 3.6 | |
| SPECTRE+ACCAccess to Demographics=Blind2026.02 | 75.8 | 67.1 | 31.5 | 73 | 5.6 | |
| ARLAccess to Demographics=Blind2026.02 | 75.6 | 32.4 | 66.3 | 73.5 | 4.2 | |
| GDROAccess to Demographics=Sensitive Attributes in Train & Val2026.02 | 75.6 | 66.4 | 33.6 | 73.4 | 4.7 | |
| SPECTRE+TOPN+WCEAccess to Demographics=Blind2026.02 | 75.3 | 60.5 | 39.5 | 73.2 | 4.3 | |
| SPECTRE+WCE+T+AAccess to Demographics=Blind2026.02 | 74.9 | 64.4 | 34.3 | 72.4 | 5 | |
| SPECTRE+WCEAccess to Demographics=Blind2026.02 | 74.8 | 64.9 | 35.1 | 72.8 | 4.1 | |
| MMPFrelAccess to Demographics=Sensitive Attributes in Train & Val2026.02 | 74.2 | 66.4 | 31.3 | 72 | 4.6 | |
| MMPFAccess to Demographics=Sensitive Attributes in Train & Val2026.02 | 73.5 | 65 | 31.8 | 71.1 | 4.9 | |
| SUREAccess to Demographics=Blind2026.02 | 66.2 | 52.4 | 43.1 | 61.4 | 9.7 | |
| BPFAccess to Demographics=Blind2026.02 | 63 | 46.1 | 45.7 | 60.3 | 5.5 | |
| FairEnsAccess to Demographics=Blind2026.02 | 61.4 | 27.5 | 54.5 | 57.7 | 7.6 | |
| RLMAccess to Demographics=Blind2026.02 | 55.7 | 16.6 | 73.9 | 52.8 | 5.9 |