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Papers Benchmarks Datasets Tasks

Causal Discovery research benchmarks – Page 2 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Time Series - SVAR Exp. Fam.

0.07SHD

25

Jun 2, 2026

Synthetic Time Series SVAR (Gauss.)

12.37SHD

25

Jun 2, 2026

0SHD

25

May 21, 2026

SCP sparse (test)

CDNOTS-Gated (GRACE)

87.8Pair-level F1

24

Jun 24, 2026

Lorenz-96 D=40, T=1000

100AUROC

24

Jun 17, 2026

Simulated datasets

0.455Cohen's d

24

Mar 6, 2026

Synthetic Data |V|=5

0.21NSHD

24

Mar 6, 2026

Synthetic Gaussian IL2H

Latent Hierarchical Causal Structure Discovery algorithm

100Causal Cluster Recovery Rate

24

Feb 26, 2026

Flood CausalRiver

32.26F1 Score

22

Jun 4, 2026

34.4F1 Score

22

May 29, 2026

85F1 Score

21

Jun 17, 2026

LR-gaussian-20-20-2

100F1 Score

21

May 12, 2026

LR-gaussian-10-10-2

DYNOTEARS+TimeMixer

100F1 Score

21

May 12, 2026

4Mod. SHD

21

Jun 4, 2026

SCP graphs T = 1000 synthetic

4Runtime (s)

20

Jun 24, 2026

Alarm (d=37, |E|=46) medium-scale (test)

100Precision

20

Feb 26, 2026

Sachs flow cytometry observational

14SHD

19

Jun 23, 2026

Claude Code Raw

100F1 Score

19

Jul 2, 2026

Sachs real data d=11

8SHD

19

May 28, 2026

100AUROC

18

May 11, 2026

SF5 (n=30, h=5)

GOLEM + VISTA-WV

1FDR

18

Feb 26, 2026

ER5 (n=30, h=5)

NOTEARS + VISTA-WV

0.12FDR

18

Feb 26, 2026

Deductive Reasoning

2.05Avg SHD

18

Feb 26, 2026

Double Pendulum Simulated (5 folds)

0.915Correlation Coefficient

18

Feb 26, 2026

VAR (Ref. Only)

0.06Runtime (s)

17

Jun 4, 2026

Page 2 of 20

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Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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