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Causal Discovery research benchmarks – Page 4 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

88F1 Score

16

Apr 3, 2026

VAR (Ref. Only)

0.79Runtime (s)

15

Jun 4, 2026

Synthetic Data Observation-only (1000 samples)

2.7Rank

15

Jun 1, 2026

Semantic Causal Environment observation-only

69.8F1 Score

15

Jun 1, 2026

Hierarchical structure

1.42SHD

15

May 21, 2026

SF3 n=100, h=3 synthetic (test)

11FDR

15

Feb 26, 2026

ER3 (n=100, h=3) Synthetic (test)

9FDR

15

Feb 26, 2026

SF5 synthetic n = 50, h = 5

2FDR

15

Feb 26, 2026

ER5 n = 50, h = 5 synthetic

4FDR

15

Feb 26, 2026

Synthetic Graphs (ER4, SF4) with Gaussian, Gumbel, and exponential noise

4.28SHD

15

Feb 26, 2026

Synthetic Erdos–Rényi graphs High regime, Π ≥ 100

b-LOAD (global)

75F1 Score

14

Jul 7, 2026

Synthetic Erdos–Rényi graphs Medium regime, 10 ≤ Π < 100

b-LOAD (global)

64F1 Score

14

Jul 7, 2026

Synthetic Erdos–Rényi graphs Low regime, Π < 10

b-LOAD (global)

52F1 Score

14

Jul 7, 2026

27SHD

14

Jun 4, 2026

37SHD

14

Jun 4, 2026

36SHD

14

Jun 4, 2026

11SHD

14

Jun 4, 2026

0Structural Hamming Distance (SHD)

14

Jun 4, 2026

83F1 Score

14

Jul 2, 2026

NetSim Sim3 10 nodes 15 edges

74.2F1 Score

14

May 12, 2026

8SHD

14

Apr 7, 2026

Causal Chambers Light-tunnel real data results

100Precision

14

Jun 17, 2026

Synthetic DAG Datasets

101.8Runtime (s)

14

Feb 26, 2026

CausalMan Medium

27.4F1 Score

13

Jul 3, 2026

CausalMan Medium (test)

27.4F1 Score

13

Jul 3, 2026

Page 4 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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