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Regression research benchmarks – Page 79 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic High-Dimensional Data d=250

6.66MSE

3

Feb 26, 2026

Synthetic High-Dimensional Data d=200

7.09MSE

3

Feb 26, 2026

Synthetic High-Dimensional Data d=150

6.05MSE

3

Feb 26, 2026

Synthetic High-Dimensional Data d=100

6.42MSE

3

Feb 26, 2026

Synthetic High-Dimensional Data d=75

6.69MSE

3

Feb 26, 2026

Synthetic High-Dimensional Data d=50

5.96MSE

3

Feb 26, 2026

Synthetic High-Dimensional Data d=25

5.22MSE

3

Feb 26, 2026

MEPS 2019 (calibration (500 samples))

32.08Interval Width

3

Feb 26, 2026

Synthetic data (SNR=20, 0.2 correlation, 0.05 true density) v1 (test)

0.91R^2

3

Feb 26, 2026

EchoNet-Dynamic

0.63R

3

Feb 26, 2026

friedman3 outliers (test)

0.06Median MSE

3

Feb 26, 2026

friedman3 (test)

0.03Median MSE

3

Feb 26, 2026

friedman2 outliers (test)

209.587Median MSE

3

Feb 26, 2026

friedman2 (test)

51.32Median MSE

3

Feb 26, 2026

friedman1 outliers (test)

7.318Median MSE

3

Feb 26, 2026

friedman1 (test)

4.625Median MSE

3

Feb 26, 2026

nguyen-6 uneven + outliers (test)

0.058Median MSE

3

Feb 26, 2026

nguyen-6 uneven (test)

0Median MSE

3

Feb 26, 2026

nguyen-6 even + outliers (test)

0.013Median MSE

3

Feb 26, 2026

nguyen-6 even (test)

0Median MSE

3

Feb 26, 2026

System of ODEs illustrative example 1 (val)

0MSE (Data)

3

Feb 26, 2026

System of ODEs illustrative example 1 (train)

0MSE (Data)

3

Feb 26, 2026

PDE with multiple solution illustrative example 2 (val)

0MSE (Data)

3

Feb 26, 2026

PDE with multiple solution illustrative example 2 (train)

0.001MSE (Data)

3

Feb 26, 2026

1-D transient heat conduction system (val)

0MSE (Data)

3

Feb 26, 2026

Page 79 of 87

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