Income Prediction on ACSIncome (state RI)
79.2Average Accuracy (AV.ACC)XGB
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XGBDemographic information usage protocol=Baseline2026.02 | 79.2 | 59.1 | 40.9 | 78.3 | 1.7 | |
| LRDemographic information usage protocol=Baseline2026.02 | 78.7 | 61.9 | 38.1 | 77.3 | 2.8 | |
| ARLDemographic information usage protocol=Without demographics2026.02 | 78.5 | 66.3 | 33.7 | 76.9 | 3.1 | |
| GDRODemographic information usage protocol=Sensitive in train & val2026.02 | 78.5 | 59.4 | 40.6 | 77 | 3 | |
| SPECTRE+ACCDemographic information usage protocol=Graphics2026.02 | 76.8 | 73.3 | 26.7 | 75.9 | 2 | |
| SUREDemographic information usage protocol=Without demographics2026.02 | 76.4 | 62 | 38 | 75.3 | 2.1 | |
| MMPFrelDemographic information usage protocol=Sensitive in train & val2026.02 | 76.4 | 59.4 | 39.3 | 75.7 | 1.4 | |
| SPECTRE+WCE+T+ADemographic information usage protocol=Graphics2026.02 | 76 | 70.8 | 29.2 | 75.1 | 1.8 | |
| MMPFDemographic information usage protocol=Sensitive in train & val2026.02 | 76 | 34.8 | 60.8 | 75.3 | 1.4 | |
| SPECTRE+TOPN+WCEDemographic information usage protocol=Graphics2026.02 | 75.7 | 71.6 | 28.4 | 75.3 | 0.8 | |
| SPECTRE+WCEDemographic information usage protocol=Graphics2026.02 | 75.5 | 72.2 | 27.8 | 74.5 | 1.9 | |
| BPFDemographic information usage protocol=Without demographics2026.02 | 71.4 | 50.7 | 45.6 | 70.7 | 1.4 | |
| FairEnsDemographic information usage protocol=Without demographics2026.02 | 53.7 | 43.8 | 50.5 | 48.6 | 10 | |
| RLMDemographic information usage protocol=Without demographics2026.02 | 51.5 | 6.7 | 79.2 | 49.5 | 4 |