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Papers Benchmarks Datasets Tasks

Causal Structure Learning research benchmarks – Page 2 · SOTA2 Research

Causal Structure Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Scale-Free Average Degree 6

68.88ABIC

5

Feb 27, 2026

Scale-Free Average Degree 4

38.39ABIC

5

Feb 27, 2026

Scale-Free Average Degree 2

0.54ABIC

5

Feb 27, 2026

123,198CI Test Count

5

Feb 26, 2026

117,566CI Tests Count

5

Feb 26, 2026

56,781CI Tests Count

5

Feb 26, 2026

181SHD

4

Apr 7, 2026

Philadelphia Business Graph (Yelp)

0SHD

4

Apr 7, 2026

2,644,794#CI Tests

4

Feb 26, 2026

SF-20 linear N=2000

0.3SHD

3

Apr 3, 2026

11.6SHD

3

Feb 26, 2026

Gumbel Avg Deg 20

278.55ABIC

3

Feb 27, 2026

Gumbel Avg Deg 18

248.95ABIC

3

Feb 27, 2026

Gumbel Avg Deg 16

238.72ABIC

3

Feb 27, 2026

Gumbel Avg Deg 14

196.92ABIC

3

Feb 27, 2026

Gumbel Avg Deg 12

166.78ABIC

3

Feb 27, 2026

Gumbel Avg Deg 10

139.3ABIC

3

Feb 27, 2026

Gumbel Avg Deg 8

120.74ABIC

3

Feb 27, 2026

Gumbel Avg Deg 6

90.41ABIC

3

Feb 27, 2026

Gumbel Avg Deg 4

65.33ABIC

3

Feb 27, 2026

Gumbel Avg Deg 2

40.48ABIC

3

Feb 27, 2026

33Directed-F1

2

Jun 11, 2026

13Directed F1 Score

2

Jun 11, 2026

46Directed-F1

2

Jun 11, 2026

15Directed-F1

2

Jun 11, 2026

Page 2 of 3

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