HMDA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Calibration | HMDA (test) | Oracle ECE1.29 | 100 | |
| Classification | HMDA (test) | Oracle ECE1.49 | 50 | |
| Decision Correctness | HMDA (test) | F1 Score92.2 | 18 | |
| Fair Classification | HMDA (5-fold) | Pareto Non-Dominance Count5 | 7 | |
| Tabular Classification | HMDA (test) | Balanced Accuracy97.91 | 7 | |
| Causal mediation decomposition | HMDA NY 2022 (n=30,000 stratified random sample) | Estimate (pp)7.9 | 7 | |
| Classification | HMDA | AUC79.7 | 2 |
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