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

Variable Selection research benchmarks · SOTA2 Research

Variable Selection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100TPR

24

Mar 9, 2026

Example 2 ρ=0.95

100TPR

8

Mar 9, 2026

Example 2 ρ=0.75

100TPR

8

Mar 9, 2026

Example 2 ρ=0.5

100TPR

8

Mar 9, 2026

Binary normally distributed data 100 features, 33 relevant variables (Synthetic)

0FDR

7

Jun 4, 2026

324.4Run Time (s)

6

Mar 4, 2026

108.8Run time (seconds)

6

Mar 4, 2026

PReMiuM-CtsVarSel

98Mean F1 Score

4

Mar 4, 2026

VICatMixVarSel-Avg

96.9Mean F1 Score

4

Mar 4, 2026

Simulated data p=100

100TPP

4

Feb 26, 2026

Simulated data p=50

100True Positive Proportion (TPP)

4

Feb 26, 2026

Case 6 Synthetic

0.143FPR

3

May 19, 2026

Case 5 Synthetic

75.5True Positive Rate (TPR)

3

May 19, 2026

Case 4 Synthetic

76TPR

3

May 19, 2026

Case 3 Synthetic

75TPR

3

May 19, 2026

Case 2 Synthetic

100TPR

3

May 19, 2026

Case 1 Synthetic

100TPR

3

May 19, 2026

Simulation Case 6 Interaction only, n=300

0.052FPR

3

May 19, 2026

Simulation Case 5 Strong overlap n=300

75.3True Positive Rate (TPR)

3

May 19, 2026

Simulation Case 4 Mild overlap n=300

76TPR

3

May 19, 2026

Simulation Case 3 No overlap, n=300

75True Positive Rate (TPR)

3

May 19, 2026

Simulation Case 2 Weak main n=300

100TPR

3

May 19, 2026

Simulation Case 1 Main only, n=300

100TPR

3

May 19, 2026

Popular datasets

Simulation Example 2 Simulation Case Simulated data Example

Follow for updates

Join SOTA2 Contact