California Housing
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | California Housing Standard (test) | MSE0.5852 | 78 | |
| Regression | California Housing | MSE0.089 | 71 | |
| Regression | California Housing (CH) (test) | MSE0.0224 | 52 | |
| Regression | California Housing (test) | RMSE0.6228 | 25 | |
| Regression | California Housing (train) | RMSE0.181 | 12 | |
| Regression | California Housing sklearn (test) | Coverage91.3 | 11 | |
| Regression | CALIFORNIA HOUSING subsampled to 300 (train) | R5000.86 | 9 | |
| Regression | california-housing CV (test) | R2 Score0.77 | 8 | |
| Regression | California Housing 5-fold CV | RMSE0.45 | 7 | |
| Bivariate regression | California housing (10-fold CV) | R20.204 | 7 | |
| Runtime Evaluation | California Housing (CH) 8 features | Throughput (images/s)61,000,000 | 7 | |
| Prediction interval estimation | California Housing (test) | Empirical Coverage90.8 | 6 | |
| Tabular Regression | CA (California Housing) (test) | MLE Loss0.525 | 6 | |
| Regression | California Housing v1.0 (Fold V) | Max MSE0.49 | 5 | |
| Regression | California Housing v1.0 (Fold IV) | Max MSE0.758 | 5 | |
| Regression | California Housing v1.0 (Fold III) | Max MSE0.586 | 5 | |
| Regression | California Housing v1.0 (Fold II) | Max MSE0.525 | 5 | |
| Regression | California Housing v1.0 (Fold I) | Max MSE1.18 | 5 | |
| Regression | California housing East → West deployment shift 30% gap | MAE10.6 | 5 | |
| Training Process | California Housing (train) | Training Time0.2798 | 5 | |
| Tabular Regression | California Housing Kaggle original (train test) | Median Percentile Score24.78 | 5 | |
| Local Explanation Generation | California Housing | Stability99.9 | 3 | |
| Regression | California housing East → West deployment shift | Metric- | 0 |
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