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DAG structure learning research benchmarks · SOTA2 Research

DAG structure learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Simulated zero-inflated count data BA graph D=50 (test)

79.2TPR

11

Feb 26, 2026

Simulated zero-inflated count data (ER graph) D=50 (test)

0.78TPR

11

Feb 26, 2026

98Directed Edge F1

6

Mar 4, 2026

87Directed Edge F1

6

Mar 4, 2026

75Directed Edge F1

6

Mar 4, 2026

83Directed Edge F1

6

Mar 4, 2026

86Directed Edge F1

6

Mar 4, 2026

endpoint-confounded latent-chain scale-up

9Learned Arrows

4

Jun 19, 2026

8.84MSE

4

Feb 26, 2026

57Directed Edge F1

3

Mar 4, 2026

Erdős–Rényi DAGs (N=200, d=4, M=1000) (Synthetic)

—

—Primary metric

0

Feb 26, 2026

Popular datasets

Simulated zero-inflated count data Insurance protein Child Link

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