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Boston

Benchmarks

Task NameDataset NameSOTA ResultTrend
RegressionBoston UCI (test)
RMSE2.555
26
RegressionBoston
RMSE2.61
12
RegressionBoston
MSE11.789
9
Bayesian Neural Network InferenceBoston (UCI) (test)
Test Log-Likelihood-2.42
8
RegressionBoston
NLL2.35
6
Uncertainty CalibrationBoston
MACE5
6
Out-of-distribution detectionBoston (UCI) (test)
OOD Detection Accuracy96.9
5
RegressionBoston
QICE3.37
5
RegressionBoston Focused Outliers
MAE0.244
5
RegressionBoston Asymmetric Outliers
MAE0.335
5
RegressionBoston Uniform Outliers
MAE0.203
5
RegressionBoston No Outliers
MAE0.208
5
RegressionBoston Uniform Outliers (test)
NLPD0.452
5
RegressionBoston No Outliers (test)
NLPD0.0924
5
Circle PackingBoston large variance
NP10.341
4
Circle PackingBoston small circle radii variance
NP10.365
4
Circle packingBoston
Running Time (s)0.004
4
RegressionBoston
CRPS2.202
3
Confidence interval constructionBoston (test 1, 2, 3, 4, 5)
95% CI Coverage Rate100
3
RegressionBoston (test)
NLL2.7279
2
RegressionBoston (UCI)
RMSE2.378
2
RegressionBoston (test 5)
Metric-
0
RegressionBoston (test 4)
Metric-
0
RegressionBoston 3 (test)
Metric-
0
RegressionBoston 2 (test)
Metric-
0
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