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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 3 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PROCAUEVAL Deprivation 1.0

50.3R-Avg

17

May 12, 2026

PROCAUEVAL Incongruence 1.0

51.2R-Avg

17

May 12, 2026

PROCAUEVAL Plausibility 1.0

11.9R-Avg

17

May 12, 2026

PROCAUEVAL Veridicality 1.0

Qwen3-VL-Thinking

48R-Avg

17

May 12, 2026

84.5Score (E.coli-1)

17

Jun 12, 2026

Supermarket linear synthetic

1.5Dtop

17

Mar 31, 2026

Sachs linear synthetic

5Dtop

17

Mar 31, 2026

Neighbor linear synthetic

5.96Dtop

17

Mar 31, 2026

MSU linear synthetic

3.22Dtop

17

Mar 31, 2026

Genetic linear synthetic

0Dtop

17

Mar 31, 2026

Covid linear synthetic 4

3.49Dtop

17

Mar 31, 2026

Covid linear synthetic 3

2.64Dtop

17

Mar 31, 2026

Covid linear synthetic 2

1.67Dtop

17

Mar 31, 2026

Covid linear synthetic 1

100Dtop

17

Mar 31, 2026

Climate linear synthetic

4.42Dtop

17

Mar 31, 2026

Cancer linear synthetic

0Dtop

17

Mar 31, 2026

Asia linear synthetic

4.31Dtop

17

Mar 31, 2026

Synthetic SF3 n=50, h=3 (test)

DAG-GNN + VISTA

5FDR

17

Feb 26, 2026

Synthetic ER3 n=50, h=3 (test)

4FDR

17

Feb 26, 2026

15 Real-world Causal Discovery Benchmark Datasets

15Coverage

16

Jun 17, 2026

FoundCause 10% MAR missingness

0.749AUROC

16

Jun 17, 2026

Causal Discovery Suite 30% MAR missingness

15Coverage

16

Jun 17, 2026

VAR (Ref. Only)

0.6Runtime (s)

16

Jun 4, 2026

Synthetic 20 variables, 5 latent

82Skeleton F1 Score

16

May 4, 2026

88F1 Score

16

Apr 3, 2026

Page 3 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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