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Regression research benchmarks – Page 49 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCI Concrete rescaled by factor 2 normalized (test)

20.72RMSE

7

Feb 26, 2026

UCI Naval OOD 3x std deviation rescale non-normalized (train)

0.02RMSE

7

Feb 26, 2026

UCI Kin8nm normalized in-distribution

0.08RMSE

7

Feb 26, 2026

UCI Yacht normalized in-distribution

0.41RMSE

7

Feb 26, 2026

UCI Naval normalized in-distribution

0RMSE

7

Feb 26, 2026

UCI Wine normalized, in-distribution

0.68RMSE

7

Feb 26, 2026

UCI Energy normalized in-distribution

0.67RMSE

7

Feb 26, 2026

UCI Concrete normalized in-distribution

5.02RMSE

7

Feb 26, 2026

Kin8nm UCI rescaled 3x std normalized (test)

0.25RMSE

7

Feb 26, 2026

Yacht UCI rescaled 3x std normalized (test)

15.67RMSE

7

Feb 26, 2026

Wine UCI rescaled 3x std normalized (test)

0.88RMSE

7

Feb 26, 2026

Energy UCI rescaled 3x std normalized (test)

5.28RMSE

7

Feb 26, 2026

Concrete UCI rescaled 3x std normalized (test)

24.49RMSE

7

Feb 26, 2026

Energy (3 train-test splits)

2.204LPPD

7

Feb 26, 2026

Bikesharing (3 train-test splits)

-0.092LPPD

7

Feb 26, 2026

Airfoil (3 train-test splits)

-0.176LPPD

7

Feb 26, 2026

-5.371Observed Difference

7

Feb 26, 2026

-2.654Observed Difference

7

Feb 26, 2026

-1.005Observed Difference (Dif_obs)

7

Feb 26, 2026

-0.471Difference Observation

7

Feb 26, 2026

-7.33Observed Difference

7

Feb 26, 2026

-101.118Observed Difference

7

Feb 26, 2026

-209.189Difference Observed

7

Feb 26, 2026

-163.501Dif_obs

7

Feb 26, 2026

-4.855Dif_obs

7

Feb 26, 2026

Page 49 of 87

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