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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 15 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Scenario S3 n=100 synthetic (test)

0FDR

5

Feb 26, 2026

Scenario S3 (n=30) synthetic (test)

0FDR

5

Feb 26, 2026

Scenario S2 n=100 synthetic (test)

1FDR

5

Feb 26, 2026

Scenario S2 n=30 synthetic (test)

10FDR

5

Feb 26, 2026

Scenario S1 (n=100) synthetic (test)

2FDR

5

Feb 26, 2026

Scenario S1 (n=30) synthetic (test)

8FDR

5

Feb 26, 2026

73F1 Score

5

Feb 26, 2026

87F1 Score

5

Feb 26, 2026

82F1 Score

5

Feb 26, 2026

Mildew (31,4,0)

90F1 Score

5

Feb 26, 2026

CausalRiver Germany

13.88F1 Score

4

Jun 4, 2026

Bavaria CausalRiver

18.6F1 Score

4

Jun 4, 2026

Synthetic Log-linear Data (p=30, d=1, n=500)

10SHD

4

Apr 13, 2026

Synthetic Log-linear Data (p=20, d=1, n=500)

5SHD

4

Apr 13, 2026

Synthetic Log-linear Data (p=10, d=1, n=500)

1SHD

4

Apr 13, 2026

Sachs protein signaling dataset synthetic missingness 2005

20TL-SHD

4

Apr 7, 2026

28 fMRI datasets

0.67SHD

4

Mar 27, 2026

Claude Opus 4.6

82.2Accuracy

4

Mar 24, 2026

5Causal Strength

4

Mar 6, 2026

645SHD

4

Mar 4, 2026

149SHD

4

Mar 4, 2026

fMRI simulated data with pseudo-empirical errors 40 networks 1.0

100Adj Precision

4

Feb 27, 2026

55.56FDR

4

Feb 26, 2026

fMRI Simulation

211.79ΔBIC

4

Feb 27, 2026

fMRI Simulation (40 Repetitions)

100Adjacency Precision

4

Feb 27, 2026

Page 15 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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