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Yacht

Benchmarks

Task NameDataset NameSOTA ResultTrend
RegressionYacht
RMSE0.65
49
RegressionYacht UCI (test)
RMSE0.69
20
Data ImputationYacht
MAE0.1478
14
RegressionYacht
Negative Log Predictive Density4.6
12
Missing data imputationYacht 30% MCAR
Avg Error0.151
11
RegressionYacht OOD rescaled by 0.1 non-normalized UCI (test)
RMSE14.34
8
RegressionYacht
Relative Percentage Error3
8
RegressionYacht
Avg NLL Relative %0.14
8
Bayesian Neural Network InferenceYacht (UCI) (test)
Test Log-Likelihood-0.73
8
RegressionYacht UCI rescaled 3x std normalized (test)
RMSE15.67
7
RegressionYacht
NLL0.16
6
RegressionYacht UCI (20% test)
RMSE0.353
6
Predictive Density EstimationYacht Laplace noise, 15% Corruptions
Negative Log Predictive Density2.27
6
Predictive Density EstimationYacht Student-t noise, 15% Corruptions
Negative Log Predictive Density2.42
6
Predictive Density EstimationYacht Constant noise, 15% Corruptions
Neg Log Pred Density1.79
6
Predictive Density EstimationYacht Uniform noise, 15% Corruptions
Negative Log Density2.37
6
Heteroskedastic RegressionYacht (test)
µ MSE0.0077
5
Out-of-distribution detectionYacht (UCI) (test)
OOD Detection Accuracy97.3
5
RegressionYacht
QICE5.01
5
RegressionYacht Focused Outliers
MAE0.0159
5
RegressionYacht Asymmetric Outliers
MAE0.027
5
RegressionYacht Uniform Outliers
MAE0.12
5
RegressionYacht No Outliers
MAE0.0142
5
RegressionYacht Focused Outliers (test)
NLPD-2.63
5
RegressionYacht (test)
Median MSE1.047
4
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