Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Hyperparameter Optimization research benchmarks – Page 2 · SOTA2 Research

Hyperparameter Optimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

81.59nAcc@1

9

Feb 26, 2026

108 hyperparameter tuning tasks (summary)

71Number of Best Tasks

9

Feb 26, 2026

LASSO-DNA frozen noise

0.1Total Proposal Time (s)

8

May 6, 2026

LASSO-DNA natural noise

0.1Total Proposal Time (s)

8

May 6, 2026

UCI Breast Cancer MLP4

3.7AUSR

8

Mar 4, 2026

Wisconsin Diagnostic Breast Cancer (WDBC) (val)

0.076Average Validation Log Loss

7

May 29, 2026

93.42Validation Accuracy

6

Mar 24, 2026

MuJoCo HalfCheetah

9,599Average Return

6

Mar 24, 2026

LC-189906 (val)

0.107Validation Error

6

Feb 26, 2026

LC-168910 (val)

19.4Validation Error

6

Feb 26, 2026

LC-168330 (val)

0.275Validation Error

6

Feb 26, 2026

LC-167190 (val)

13.3Validation Error

6

Feb 26, 2026

LC-126026 (val)

2.3Validation Error

6

Feb 26, 2026

HPO-B PRS > 0.15, n=16 (High PRS partition)

32.1Mean Hit@1

5

May 7, 2026

HPO-B PRS ≤ 0.10, n=32 (Low partition)

10.7Mean Hit@1 Accuracy

5

May 7, 2026

HPO-B 16 search spaces

16Wins vs Greedy

3

May 7, 2026

12 DL benchmarks (val)

9BO Wins

3

May 7, 2026

PD1-LM1B 1.0 (val)

63.6Validation Error

3

Feb 26, 2026

PD1-WMT 1.0 (val)

36.1Validation Error

2

Feb 26, 2026

HPO Benchmark Suite

—

—Primary metric

0

Jun 2, 2026

Banknotes UCI (test)

—

—Primary metric

0

Feb 26, 2026

Maternal UCI (test)

—

—Primary metric

0

Feb 26, 2026

Raisin UCI (test)

—

—Primary metric

0

Feb 26, 2026

Hyperparameter optimization benchmarks

—

—Primary metric

0

Feb 26, 2026

Page 2 of 2

Popular datasets

HPO-B Anisotropic Analytic Benchmarks Kin8nm JAHS-Bench PD1

Follow for updates

Join SOTA2 Contact