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ResearchFormerly WizWand

Causal Discovery

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

SF5 (Scale-Free) synthetic graphs n=300, h=5 (test)

0.24FDR

11

Feb 26, 2026

ER5 (Erdős–Rényi) synthetic graphs n=300, h=5 (test)

15FDR

11

Feb 26, 2026

98.1AUROC

11

Apr 8, 2026

0.82AUROC

11

Apr 8, 2026

0.99AUROC

11

Apr 8, 2026

Child discrete (test)

56Precision

11

Feb 26, 2026

Asia discrete (test)

66Precision

11

Feb 26, 2026

Synthetic Scale-Free networks d=20

14.52SHDc

10

Jun 23, 2026

Synthetic Scale-Free networks d=15 SF

11SHD

10

Jun 23, 2026

Synthetic Scale-Free (SF) networks d=10

6.56SHD

10

Jun 23, 2026

Eastern Germany river dataset

84Close (k=3)

10

May 27, 2026

Synthetic Non-Stationary Time Series (test)

0.4Mean Total SHD

10

May 26, 2026

CausalTime Medical

Mask2Cause (MSE)

90AUROC

10

May 11, 2026

89AUROC

10

May 11, 2026

CausalTime Traffic

Mask2Cause (NLL)

71AUROC

10

May 11, 2026

Synthetic graphs N=100, E=100

126.7SHD

10

Mar 5, 2026

10SHD

10

Mar 4, 2026

43SHD

10

Mar 4, 2026

Tennessee Eastman Process

75FDR

10

Feb 26, 2026

bnlearn Survey standard (test)

0SHD

10

Feb 26, 2026

bnlearn Earthquake standard (test)

0SHD

10

Feb 26, 2026

AirQuality real-world

45F1 Score

10

Feb 26, 2026

92F1 Score

10

Feb 26, 2026

Synthetic Data Mixed-interventional (800 observational + 200 interventional samples)

1Rank

9

Jun 1, 2026

Semantic Causal Environment mixed-interventional

97.1F1 Score

9

Jun 1, 2026