UCI Adult
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Machine Unlearning | UCI Adult | Accuracy89.33 | 24 | |
| Counterfactual reasoning | UCI Adult missing values Agent (test) | Accuracy100 | 16 | |
| Logistic Regression Calibration | UCI Adult (test) | RMSE24 | 12 | |
| Fairness Classification | UCI Adult | Accuracy81.65 | 12 | |
| Synthetic Data Distinguishability | UCI Adult | p_hat Real100 | 8 | |
| Binary Classification | UCI Adult | AUC0.852 | 8 | |
| Logistic regression classification | UCI Adult | Accuracy (Weighted)81.36 | 6 | |
| Classification | UCI Adult (test) | Accuracy (W)81.65 | 6 | |
| Data valuation | UCI ADULT (train) | p10.25 | 5 | |
| Data Valuation | UCI Adult | Wall-clock Time (min)5 | 5 | |
| Binary income prediction | UCI Adult | Balanced Accuracy84.4 | 4 | |
| Counterfactual reasoning | UCI Adult missing values Human Survey (test) | Metric- | 0 | |
| Algorithmic Fairness | UCI Adult (test) | Metric- | 0 |
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