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Regression research benchmarks – Page 59 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kaggle Mercedes 2017

17.81p-rank

6

Feb 26, 2026

Kaggle Media 2023

62.95p-rank

6

Feb 26, 2026

Kaggle Insurance 2021

74.68P-Rank

6

Feb 26, 2026

Kaggle Housing California 2023

62.53p-rank

6

Feb 26, 2026

Kaggle Heat Flux Fi 2023

93.4p-rank

6

Feb 26, 2026

Kaggle Crab Age 2023

MaxUCB-Hyperopt

59.53p-rank

6

Feb 26, 2026

Kaggle Concrete Strength 2023

Random-Hyperopt

88.81P-Rank

6

Feb 26, 2026

Kaggle Blueberry 2023

81.16P-Rank

6

Feb 26, 2026

Kaggle Allstate 2016

Random-Hyperopt

50.05P-Rank

6

Feb 26, 2026

Kaggle Abalone 2024

87.87P-Rank

6

Feb 26, 2026

Discrete rotation dataset (test)

0.003MSE

6

Feb 26, 2026

96.5Coverage

6

Feb 26, 2026

98Coverage

6

Feb 26, 2026

95.2Coverage

6

Feb 26, 2026

95.1Coverage

6

Feb 26, 2026

OpenML dataset 361242 (N=21263, d=81)

95.5Coverage

6

Feb 26, 2026

OpenML dataset 361237

0.984Coverage

6

Feb 26, 2026

OpenML dataset 361236

95.7Coverage

6

Feb 26, 2026

OpenML dataset 361234

95.5Coverage

6

Feb 26, 2026

0.004MSE

6

Feb 27, 2026

Biomass-S3 Copernicus-Bench (test)

59.7RMSE

6

Feb 26, 2026

3.29MSE

6

Feb 26, 2026

United States Topography (test)

136.1RMSE

6

Feb 26, 2026

Synthetic Step functions deterministic R matrix (test)

0.02MSE

6

Feb 26, 2026

Synthetic Parabolas deterministic R matrix (test)

Relationship-Aware Nadaraya-Watson Kernel Regression

0.002MSE (mean)

6

Feb 26, 2026

Page 59 of 87

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