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Causal Structure Learning research benchmarks – Page 3 · SOTA2 Research

Causal Structure Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

25Directed F1

2

Jun 11, 2026

12Directed F1

2

Jun 11, 2026

pure meta-hub + node-children protocol

100Precision

1

May 28, 2026

Scale-Free Average Degree 20 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 18 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 16 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 14 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 12 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 10 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 8 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 6 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Scale-Free 20 Repetitions Average Degree 4

—

—ABIC

0

Feb 26, 2026

Scale-Free Average Degree 2 (20 Repetitions)

—

—ABIC

0

Feb 26, 2026

Gumbel synthetic dataset (20 Repetitions)

—

—Adj Precision

0

Feb 26, 2026

Page 3 of 3

Popular datasets

Scale-free Gumbel Synthetic Linear Synthetic Data Alarm

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