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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 5 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

VAR (Ref. Only)

0.06Runtime (s)

13

Jun 4, 2026

VAR (Ref. Only)

0.03Runtime (s)

13

Jun 4, 2026

VAR (Ref. Only)

0.03Runtime (s)

13

Jun 4, 2026

VAR (Ref. Only)

0.02Runtime (s)

13

Jun 4, 2026

0.4MoM 1 Score

13

Jun 4, 2026

K562 Perturb-seq CausalBench

18.6W Score

13

May 18, 2026

RPE1 Perturb-seq CausalBench

21.3W Score

13

May 18, 2026

SACHS p = 11, s = 20, n = 100 (real flow cytometry)

49F1 Score

13

May 18, 2026

Synthetic graphs N=50, E=50

42.4F1

13

Mar 24, 2026

85F1 Score

13

Apr 28, 2026

Neuropathic Pain Dataset (test)

33.4F1 Score

12

Jul 3, 2026

Lorenz-96 with noisy observations (sigma = 0.1)

89.4F1 Score

12

Jun 24, 2026

VAR (Ref. Only)

0.07Runtime (s)

12

Jun 4, 2026

VAR (Ref. Only)

0.06Runtime (s)

12

Jun 4, 2026

non-linear-2 d=100, 5000 samples (test)

51.8Structural Hamming Distance (SHD)

12

Apr 7, 2026

non-linear-2 d=50, 5000 samples (test)

14.2Structural Hamming Distance

12

Apr 7, 2026

non-linear-2 (d=20, 5000 samples) (test)

5.8SHD

12

Apr 7, 2026

non-linear-2 d=10, 5000 samples (test)

1.4SHD

12

Apr 7, 2026

Synthetic Trended

76Window F1

12

Jun 16, 2026

Synthetic Non-Gaussian

74Window F1 Score

12

Jun 16, 2026

Synthetic Non-linear

69Window F1

12

Jun 16, 2026

Synthetic Linear

0.75Window F1

12

Jun 16, 2026

Expert Model Avg

60BSF

12

Feb 26, 2026

Pathfinder (test)

Bayesys Model Avg

59BSF

12

Feb 26, 2026

Expert Model Avg

67BSF

12

Feb 26, 2026

Page 5 of 20

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Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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