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Papers Benchmarks Datasets Tasks

Regression research benchmarks – Page 85 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Talanta cohort (N=52)

-2.22ΔRMSEP

1

May 14, 2026

Talanta cohort (N=57)

0.96RMSEP Ratio

1

May 14, 2026

TabReD Delivery-ETA (test)

0.98Mean Off-Diagonal Correlation

1

May 8, 2026

TabReD Weather (test)

0.97Mean Off-Diagonal Correlation

1

May 8, 2026

RTE-FR Load (test)

43Mean Off-Diagonal Correlation

1

May 8, 2026

Scenario (II) (dX=5)

deep bootstrap framework

0.945CP

1

Feb 26, 2026

Scenario (I) (dX=5)

deep bootstrap framework

0.948Coverage Probability (CP)

1

Feb 26, 2026

0.932R2 Score

1

Feb 26, 2026

0.978R-Squared

1

Feb 26, 2026

Sustainability Forecasting 2025 (test)

0.907R2

1

Feb 26, 2026

Sustainability Forecasting (val)

0.912R2

1

Feb 26, 2026

Sustainability Forecasting (train)

0.987R2

1

Feb 26, 2026

19 Regression Datasets

1,579TabMixNN Wins

1

Feb 26, 2026

Multimodal Fusion Regression Model

0.045MSE

1

Feb 26, 2026

FMC_UIA 2026 (val)

Multi-Head Multi-Task Learning

67.43Mean MRE (pixels)

1

Feb 26, 2026

Synthetic Anisotropic GP kernel (out-of-input-distribution)

-6.38Normalized Log-Likelihood

1

Feb 26, 2026

Synthetic Isotropic GP kernel OOID (out-of-input-distribution)

-0.9Normalized Log-Likelihood

1

Feb 26, 2026

cybersecurity attacks

—

—Primary metric

0

Feb 26, 2026

—

—MSE

0

Feb 27, 2026

—

—MSE

0

Feb 26, 2026

Partial permutation dataset

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

California housing East → West deployment shift

—

—Primary metric

0

Feb 26, 2026

Synthetic data disjoint supports

—

—Primary metric

0

Feb 26, 2026

1-Dimensional Synthetic Function

—

—Primary metric

0

Feb 26, 2026

Page 85 of 87

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Concrete Data Energy Boston Yacht

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