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Causal Discovery research benchmarks – Page 8 · SOTA2 Research

Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.012WSHD

9

Jun 1, 2026

CausalDynamics Rössler

80AUROC

9

May 12, 2026

CausalDynamics Lorenz

86AUROC

9

May 12, 2026

Synthetic Linear SCMs Fork, Chain, V-str, Diamond, Collider (test)

0.829Fork Score

9

May 11, 2026

Nonlinear SCM 1.0 (synthetic)

67.5F1 (NL1)

9

May 11, 2026

85Structural F1

9

Mar 27, 2026

80Structural F1

9

Mar 27, 2026

86Structural F1

9

Mar 27, 2026

84Structural F1

9

Mar 27, 2026

73Structural F1

9

Mar 27, 2026

67Structural F1

9

Mar 27, 2026

Synthetic 5-node PAG (N=5,000)

16.6Normalized SHD

9

Mar 6, 2026

Synthetic 5-node PAG N=1,000

0.286Normalized SHD

9

Mar 6, 2026

82.3AUROC

9

Feb 26, 2026

0.821AUROC

9

Feb 26, 2026

Synthetic Double-Mass spring system

0.25NSHD

9

Feb 26, 2026

Scale-free (SF) model Scenario S5 p=50 n=1000 Degree=5 (test)

2FDR

9

Feb 26, 2026

Nonlinear structural equation model S4

0.03FDR

9

Feb 26, 2026

Chemistry environment Full (ID)

5,910Success Rate

9

Feb 26, 2026

Chemistry environment Jungle (ID)

6,960Success Rate

9

Feb 26, 2026

Chemistry environment Chain (ID)

77Success Rate

9

Feb 26, 2026

Chemistry environment Collider (ID)

85.5Success Rate

9

Feb 26, 2026

Linear non-Gaussian latent chain n = 500

9Number of Directed Edges

8

Jun 19, 2026

Tennessee Eastman (TE) Process D=31, T=1499

35SHD

8

Jun 17, 2026

Debutanizer (DE) process

6SHD

8

Jun 17, 2026

Page 8 of 20

Popular datasets

Erdős-Rényi Synthetic Sachs CauseMe Synthetic Scenario

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