| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | CA Housing | RMSE0.4303 | 45 | |
| Explanation Regularity | CA Housing | Regularity0.869 | 11 | |
| Explanation Fidelity Estimation | CA Housing | R2 Score (Fidelity)0.96 | 11 | |
| Explanation Stability | CA Housing | Stability1 | 11 | |
| Regression | ca housing | Quantile Loss2,800 | 11 | |
| Membership Inference Attack | CA-Housing | AUC-ROC0.7 | 8 | |
| Predictive Density Estimation | CA Housing Laplace noise, 15% Corruptions | Negative Log Predictive Density1.61 | 6 | |
| Predictive Density Estimation | CA Housing Student-t noise, 15% Corruptions | Neg Log Pred Density1.77 | 6 | |
| Predictive Density Estimation | CA Housing Constant noise, 15% Corruptions | Negative Log Predictive Density3.57 | 6 | |
| Predictive Density Estimation | CA Housing Uniform noise, 15% Corruptions | Neg Log Density2.92 | 6 | |
| Prediction Interval Estimation | ca housing | NCIW0.354 | 5 | |
| Regression | CA Housing (10-fold CV) | p-value0.008 | 5 |