CENSUS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Clustering | CENSUS 1990 (full) | Cost1,394,466 | 40 | |
| Clustering | CENSUS 1990 | CPU Average Time (s)1.88 | 36 | |
| LF Mislabeling Identification | Census | AP86.8 | 32 | |
| Classification | Census KDD | Accuracy87.97 | 26 | |
| Anomaly Detection | census | AUPRC40.03 | 24 | |
| End model evaluation | Census | Test Loss0.353 | 22 | |
| Classification | Census (test) | Test Loss0.368 | 13 | |
| Classification | Census | Accuracy93 | 13 | |
| 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 | |
| Entity Resolution | Census | FP Rate49.43 | 6 | |
| Imbalanced Classification | Census 0.21% (test) | Type-II Error (Type-I=0.01)0.6828 | 6 | |
| Imbalanced Classification | Census 6.20% (test) | Type-II Error (at Type-I=0.01)63.3 | 6 | |
| Anomaly Detection | Census rho = 0.21% (test) | AUC-ROC90.61 | 6 | |
| Anomaly Detection | Census rho = 6.20% (test) | AUC-ROC0.9388 | 6 | |
| 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 | |
| Regression | Census Dataset | Best R^20.723 | 2 |
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