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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 16 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic DAGs 3000 samples

100CI Test Ratio

4

Feb 26, 2026

Synthetic DAGs 1000 samples

1# CI Tests Ratio

4

Feb 26, 2026

Synthetic DAGs 500 samples

1# CI Tests Ratio

4

Feb 26, 2026

Synthetic DAGs 200 samples

1.1CI Tests Ratio

4

Feb 26, 2026

Synthetic DAGs 100 samples

130CI Test Ratio

4

Feb 26, 2026

50Precision

4

Feb 26, 2026

0.67Precision

4

Feb 26, 2026

76Precision

4

Feb 26, 2026

Respiratory Disease

67Precision

4

Feb 26, 2026

Synthetic Erdős–Rényi DAG 6 nodes, nonlinear, N=1000

0.8Z-hit

3

Jul 7, 2026

Synthetic Erdős–Rényi DAG 6 nodes, nonlinear, N=500

80Z-Hit Rate

3

Jul 7, 2026

Synthetic Erdős–Rényi DAG 6 nodes, nonlinear, N=200

0.9Z-hit

3

Jul 7, 2026

Elbe River’s main branch

GRACE-Bootstrap

0.986AUROC

3

Jun 24, 2026

100Best F1 Score

3

Jun 23, 2026

100Best F1 Score

3

Jun 23, 2026

76.9F1@0.5

3

Jun 23, 2026

Synthetic 50 datasets

56.5F1@0.5

3

Jun 23, 2026

14F1@0.5

3

Jun 23, 2026

20.3F1@0.5

3

Jun 23, 2026

CauseMe LongLag-NVAR-20

48.6F1@0.5

3

Jun 23, 2026

CauseMe LongLag-NVAR-10

57.6F1@0.5

3

Jun 23, 2026

CauseMe LongLag-VAR-20

44.9F1@0.5

3

Jun 23, 2026

CauseMe LongLag-VAR-10

42.6F1@0.5

3

Jun 23, 2026

40.7F1@0.5

3

Jun 23, 2026

58.3F1@0.5

3

Jun 23, 2026

Page 16 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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