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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 6 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Gaussian Tree

Latent Hierarchical Causal Structure Discovery algorithm

100Causal Cluster Recovery Rate

12

Feb 26, 2026

Sangiovese real-world fixed sample size

0.765RNB

11

Jun 11, 2026

Arctic-Sea fixed sample size (real-world)

59.4RNB

11

Jun 11, 2026

Alzheimer fixed sample size (real-world)

0.125RNB

11

Jun 11, 2026

Sachs synthetic averaged over n ∈ {500, 1000, 5000, 10000}

0.169RNB

11

Jun 11, 2026

Insurance averaged over n ∈ {500, 1000, 5000, 10000} (synthetic)

0.663RNB

11

Jun 11, 2026

Child synthetic averaged over n ∈ {500, 1000, 5000, 10000}

0.14RNB

11

Jun 11, 2026

Asia synthetic averaged over n ∈ {500, 1000, 5000, 10000}

0.641RNB

11

Jun 11, 2026

Alarm averaged over n ∈ {500, 1000, 5000, 10000} (synthetic)

0.709RNB

11

Jun 11, 2026

0.82F1 Score

11

Feb 26, 2026

82F1 Score

11

Feb 26, 2026

0.68F1 Score

11

Feb 26, 2026

71F1 Score

11

Feb 26, 2026

59F1 Score

11

Feb 26, 2026

0.61F1 Score

11

Feb 26, 2026

0.42F1 Score

11

Feb 26, 2026

Rivers real-world

51F1 Score

11

Feb 26, 2026

WCHSU-Pain original (test)

80ACC

11

Feb 26, 2026

WCHSU-Cancer original (test)

75ACC

11

Feb 26, 2026

WCHSU-Cancer (n=12) original (test)

0.833ACC

11

Feb 26, 2026

Teacher's Burnout Study (test)

58.2Accuracy

11

Feb 26, 2026

Multitasking Behaviour (test)

Gemini-deepresearch

50ACC

11

Feb 26, 2026

Synthetic SF3 n=300 h=3

16FDR

11

Feb 26, 2026

Synthetic ER3 n=300 h=3

0.13FDR

11

Feb 26, 2026

Sachs protein-signaling network ground-truth graph with 11 nodes and 17 directed edges (real data)

GraN-DAG + VISTA

0FDR

11

May 20, 2026

Page 6 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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