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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 10 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Covid linear synthetic data 1

0SHD

8

Mar 31, 2026

Climate linear synthetic data

0SHD

8

Mar 31, 2026

Cancer linear synthetic data

0SHD

8

Mar 31, 2026

Asia linear synthetic data

2.22SHD

8

Mar 31, 2026

31.26SHD

8

Mar 24, 2026

80.1SHD

8

Mar 24, 2026

99.6AUC

8

Feb 26, 2026

Kuramoto_5 semi-synthetic

0.973AUC

8

Feb 26, 2026

fMRI_5 semi-synthetic

98.7AUC

8

Feb 26, 2026

Child d=20, |E|=25 medium-scale (test)

AVICI (Baseline)

100Precision

8

Feb 26, 2026

Asia (d=8, |E|=8) small-scale (test)

AVICI (Baseline)

100Precision

8

Feb 26, 2026

Cancer (d=5, |E|=4) small-scale (test)

1Precision

8

Feb 26, 2026

Yeast gene data YER124C

35Total Edges

8

Feb 26, 2026

TANH-laplace-50-100 synthetic graphs

39SHD

7

May 12, 2026

TANH-laplace-20-40 synthetic graphs

6SHD

7

May 12, 2026

TANH-laplace-10-20 synthetic graphs

4SHD

7

May 12, 2026

CausalRivers MR = 0.6

16SHD

7

May 12, 2026

CausalRivers MR = 0.2

13SHD

7

May 12, 2026

64.9F1 Score

7

May 12, 2026

63.3F1 Score

7

May 12, 2026

64.8F1 Score

7

May 12, 2026

66.7F1 Score

7

May 12, 2026

25.5Mod. SHD

7

May 12, 2026

User Level Data-II d=8

16.33Mod. SHD

7

May 12, 2026

User Level Data d=9 I

5Mod. SHD

7

May 12, 2026

Page 10 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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