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Regression research benchmarks – Page 23 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

naval_propulsion

100PICP

11

Mar 4, 2026

95PICP

11

Mar 4, 2026

96PICP

11

Mar 4, 2026

Energy Efficiency

99PICP

11

Mar 4, 2026

97PICP

11

Mar 4, 2026

0.96PICP

11

Mar 4, 2026

96PICP

11

Mar 4, 2026

98PICP

11

Mar 4, 2026

97PICP

11

Mar 4, 2026

0.105NIW

11

Mar 4, 2026

0.157NIW

11

Mar 4, 2026

naval_propulsion

0.002NIW

11

Mar 4, 2026

0.088NIW

11

Mar 4, 2026

0.502NIW

11

Mar 4, 2026

naval propulsion

0.002NCIW

11

Mar 4, 2026

0.767Log-Likelihood

11

Feb 26, 2026

0.108MAE

11

Feb 26, 2026

3.112NLL

11

Feb 26, 2026

3.47NLL

11

Feb 26, 2026

Abalone, Airfoil, Cadata, CCPP, CPUSmallscale, Energy, Housing (5 x 4 nested cross-val)

-0.458CI Left Bound

11

Feb 26, 2026

energy 19735x26

210.28Mean MSE

11

Feb 26, 2026

cpusmallscale 8192x12

6.84Mean MSE

11

Feb 26, 2026

2.19Mean MSE

11

Feb 26, 2026

Bike Sharing (train)

24.8RMSE

11

Feb 26, 2026

Peptides-struct (test)

0.248MAE

11

Feb 26, 2026

Page 23 of 87

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