ACSIncome
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Income Prediction | ACSIncome (test) | Oracle ECE0.74 | 150 | |
| Regression | ACSIncome (test) | RMSE0.332 | 34 | |
| Federated Learning | ACSIncome | Local Average Distance (AD)0.01 | 30 | |
| Classification | ACSIncome state AZ | Avg Acc81.6 | 14 | |
| Tabular Classification | ACSIncome state VT | Average Accuracy77.7 | 14 | |
| Income Prediction | ACSIncome (state RI) | Average Accuracy (AV.ACC)79.2 | 14 | |
| Classification | ACSIncome state RI (test) | Avg Accuracy79.2 | 14 | |
| Income Prediction | ACSIncome state MT (test) | AV.ACC77.8 | 14 | |
| Classification | ACSIncome (test) | Global Accuracy98 | 10 | |
| Fair Classification | ACSIncome (test) | Macro F169.4 | 4 | |
| Tabular classification | ACSIncome (test) | Macro F1 Score70.2 | 3 | |
| 4-class classification | ACSIncome Folktables (combined (CA, NY, TX, AK, AL)) | Group Coverage89.8 | 2 |
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