meps
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | MEPS | AUC83.84 | 19 | |
| Conformal Prediction | meps 21 (test) | Average Length1.795 | 18 | |
| Conformal Prediction | meps19 (test) | Marginal Coverage90 | 14 | |
| Fair Classification | MEPS | ΔDP-0.5527 | 13 | |
| Feature Attribution | MEPS | INFD0 | 12 | |
| Regression | meps 19 (test) | Max Cond. Coverage Deviation5.507 | 10 | |
| Regression | MEPS outliers 19 (test) | Mean Outlier Coverage92 | 7 | |
| Regression | meps19 | SMIS61.77 | 7 | |
| Selective Regression | meps 19 (test) | Conditional Large-Loss Rate13 | 6 | |
| Uplift Modeling | meps | AUROC0.75 | 6 | |
| Uncertainty Calibration | MEPS Panel 21 2017 (test) | Length242 | 6 | |
| Uncertainty Calibration | MEPS Panel 20 2017 (test) | Length19,050 | 6 | |
| Uncertainty Calibration | MEPS Panel 19 2017 (test) | Length240.5 | 6 | |
| Conformal Prediction | Meps-21 | Empirical Coverage91 | 4 | |
| Conformal Prediction | Meps 20 | Empirical Coverage90 | 4 | |
| Conformal Prediction | Meps 19 | Empirical Coverage90 | 4 | |
| Regression | meps 21 (test) | Max Conditional Coverage Deviation7.832 | 4 | |
| Regression | meps 20 (test) | Max Conditional Coverage Deviation (%)6.998 | 4 | |
| Conformal Prediction | meps-20 (test) | Average Length1.836 | 4 | |
| Conformal Prediction | meps 19 (test) | Average Length1.685 | 4 | |
| Tabular Regression | MEPS-20 | Cmarg0.91 | 3 | |
| Regression | MEPS 2019 (calibration (500 samples)) | Interval Width32.08 | 3 | |
| Fairness Classification | MEPS (test) | Risk45.28 | 2 |
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