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Regression research benchmarks – Page 28 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Simulated DGP (n=200, d=2)

0.019MSE

10

Feb 26, 2026

Simulated DGP n=200, d=1

0.003MSE

10

Feb 26, 2026

Boston Housing (test)

Full Training Set (D_train)

0.27MSE

10

Feb 26, 2026

Used Car Prices

100Leaderboard Percentile

10

Feb 26, 2026

Calorie Expenditure Prediction

1,447Leaderboard Percentile

10

Feb 26, 2026

Hierarchical MCTS

10,000Leaderboard Percentile

10

Feb 26, 2026

NYC Taxi Trip Duration

100Leaderboard Percentile

10

Feb 26, 2026

NYC Taxi Fare Prediction

Hierarchical MCTS

20.94Leaderboard Percentile

10

Feb 26, 2026

Santander Value Prediction Challenge

1,487Leaderboard Percentile

10

Feb 26, 2026

0.488MSE

10

Jun 12, 2026

Cogni-e-Spin Dataset (80% uniform sampling)

0.55R^2

10

Feb 26, 2026

Crossed Barrel Dataset (80% uniform sampling)

0.76R^2

10

Feb 26, 2026

Lattice Dataset (80% uniform sampling)

0.99R^2

10

Feb 26, 2026

UCI housing (test)

0.77RMSE

10

Feb 26, 2026

MoleculeNet Delaney ESOL

0.798RMSE

10

Feb 26, 2026

9MAE

10

Feb 26, 2026

16.4MAE

10

Feb 26, 2026

MIMIC 1K seller (train)

169.7MSE

10

Feb 26, 2026

Gaussian 1K seller (train)

DAVED (multi-step)

0.37MSE

10

Feb 26, 2026

5.27Angular Error

10

Feb 26, 2026

6.97MAE

10

Feb 26, 2026

Linear Unit Test Example 1s

10.45MSE

10

Feb 26, 2026

Linear Unit Test Example 1

10.42MSE

10

Feb 26, 2026

Powerplant (test)

0.003Log-Likelihood

10

Feb 26, 2026

Airline N=10000

0.89MSE

10

Feb 26, 2026

Page 28 of 87

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