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Papers Benchmarks Datasets Tasks

Regression research benchmarks – Page 61 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PovertyMap WILDS 2.0 (ID)

0.72Worst-case U/R Correlation

6

Feb 26, 2026

0.084NLL

6

Feb 26, 2026

-1.091NLL

6

Feb 26, 2026

CAC (full-size)

0.617MAE

6

Feb 26, 2026

6.438MAE

6

Feb 26, 2026

Synthetic Example n=10D

MaxMod algorithm

99.7Q² (Additive Component)

6

Feb 26, 2026

0.15R2

6

Feb 26, 2026

10 Synthetic Datasets High-dimensional Nonlinear Regression Simulation (10 datasets average)

0FSR

6

Feb 26, 2026

mixed-noise sines (out-of-range)

1.14MSE

6

Feb 26, 2026

mixed-noise sines (in-range)

0.18MSE

6

Feb 26, 2026

sines (out-of-range)

0.03MSE

6

Feb 26, 2026

7Top-1 Count

6

Feb 26, 2026

Boston housing dataset

86Coverage

6

Feb 26, 2026

42 Regression Datasets (840 train test)

1.037Relative RMSE (50% Quantile)

6

Feb 26, 2026

California Housing

Block-Wise LoRA-MoE (Global)

0.003MSE

5

Jul 7, 2026

Moonstone Cross-modal (Downstream)

0.987R2

5

Jul 7, 2026

Moonstone Composition Downstream

0.924R2

5

Jul 7, 2026

93.8Coverage

5

Jun 30, 2026

93Coverage

5

Jun 30, 2026

California Housing

90Coverage

5

Jun 30, 2026

Lymph node dataset

0.17MAE

5

Jun 23, 2026

Wine Quality (train)

0.257RMSE

5

Jun 23, 2026

Concrete Strength (test)

0.214RMS Error

5

Jun 23, 2026

Concrete Strength (train)

0.299RMS Error

5

Jun 23, 2026

Overall Regression (E3)

69.3R-squared

5

Jun 23, 2026

Page 61 of 87

Popular datasets

Concrete Data Energy Boston Yacht

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