CENSUS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| LF Mislabeling Identification | Census | AP86.8 | 32 | |
| End model evaluation | Census | Test Loss0.353 | 22 | |
| Classification | Census (test) | Test Loss0.368 | 13 | |
| Classification | Census | Accuracy93 | 13 | |
| Anomaly Detection | census | AUPRC40.03 | 10 | |
| Anomaly Detection | census In-Domain | F1 Score40.44 | 10 | |
| Contextual Bandit | Census | Relative Cumulative Regret38.54 | 9 | |
| Full black box attack | Census (test) | ROC AUC0.902 | 8 | |
| Binary Classification | Census 1994 Survey (test) | F1 Score47 | 8 | |
| Regression | Census 15 vs. 17 | Correlation (Rho)0.889 | 6 | |
| Outlier Explanation | CENSUS (Group 3) | FUO0 | 6 | |
| Outlier Explanation | CENSUS (Group 2) | FUO1 | 6 | |
| Outlier Explanation | CENSUS (Group 1) | FUO99 | 6 | |
| Sensitive attribute leakage | Census KDD Age 1.0 | Pearson Correlation0.5 | 5 |
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