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Regression research benchmarks – Page 50 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

-11.399Observed Difference

7

Feb 26, 2026

-2.116Dif_obs

7

Feb 26, 2026

-1.378Difference Observed

7

Feb 26, 2026

-10.646Observed Difference

7

Feb 26, 2026

-0.138Dif_obs

7

Feb 26, 2026

0.71RMSE

7

Feb 26, 2026

0.504RMSE

7

Feb 26, 2026

0.735RMSE

7

Feb 26, 2026

Medium-sized regression datasets 59

0.699R2 Score

7

Feb 26, 2026

Medium-sized regression datasets (test)

0.69R2 Score

7

Feb 26, 2026

Appliances Energy Prediction unseen future domain

4.8MAE

7

Feb 26, 2026

House Prices unseen future domain

8.8MAE

7

Feb 26, 2026

0.058MAE

7

Feb 26, 2026

VesselPower (ID)

1.61RMSE

7

Feb 26, 2026

0.2RMSE

7

May 11, 2026

Synthetic EQ (dx=5, OOID) 1.0 (test)

0.11Normalized KL Divergence

7

Feb 26, 2026

Synthetic EQ dx=5, INT 1.0 (test)

0.11Normalized KL Divergence

7

Feb 26, 2026

Synthetic EQ dx=3, OOID 1.0 (test)

0.05Normalized KL Divergence

7

Feb 26, 2026

Synthetic EQ dx=3, INT 1.0 (test)

0.05Normalized KL Divergence

7

Feb 26, 2026

1.93MAE mu

7

Feb 26, 2026

UCI Airfoil (test)

89Test R2

7

Jun 12, 2026

0.057MSE

7

Feb 26, 2026

Masked xy rectangle Equation 25 (boundary)

Multiplicative GRS-KAN

0.015RMSE

6

Jul 3, 2026

Masked xy rectangle Equation 25 (test)

Multiplicative GRS-KAN

0.006RMSE

6

Jul 3, 2026

Masked xy rectangle Equation 25 (train)

Multiplicative GRS-KAN

0.004RMSE

6

Jul 3, 2026

Page 50 of 87

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