Concrete

Benchmarks

Task Name	Dataset Name	SOTA Result
Regression	Concrete	R^20.886	25
Regression	Concrete UCI (test)	RMSE4.72	21
Regression	Concrete UCI (test pool)	MACE0.038	14
Data Imputation	Concrete	MAE0.1036	14
Feature Selection	CONCRETE	Fidelity0.851	10
Regression	Concrete OOD rescaled by 0.1 non-normalized UCI (test)	RMSE17.39	8
Regression	Concrete	Relative Percentage Error0	8
Regression	Concrete	Avg NLL Relative %0	8
Imputation	Concrete 50% MNAR	NRMSE0.233	8
Imputation	Concrete 30% MNAR	NRMSE0.146	8
Imputation	Concrete 10% MNAR	NRMSE0.074	8
Regression	Concrete	Coverage (C)95.2	7
Regression	Concrete UCI rescaled 3x std normalized (test)	RMSE24.49	7
Imputation	Concrete (30% MAR)	NRMSE0.134	7
Imputation	Concrete 30% MCAR	NRMSE0.115	7
Bayesian neural network regression	Concrete (test)	RMSE4.257	6
Regression	Concrete	NLL2.83	6
Uncertainty Calibration	Concrete	MACE0.05	6
Regression	Concrete UCI (20% test)	RMSE4.864	6
PvN classification	UCI concrete (test)	Accuracy86.3	6
Regression	Concrete	RMSE4.77	5
Regression	Concrete	QICE10.49	5
Regression	Concrete Focused Outliers	MAE0.224	5
Regression	Concrete Asymmetric Outliers	MAE0.203	5
Regression	Concrete Uniform Outliers	MAE0.305	5

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