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ResearchFormerly WizWand

Causal Discovery

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

DREAM4 five sub-datasets D=100, T=210

0.782AUROC (Gene 1)

8

Jun 17, 2026

CausalTime Medical D=40, T=19200 (test)

0.919AUROC

8

Jun 17, 2026

CausalTime Traffic D=40, T=19200 (test)

0.773AUROC

8

Jun 17, 2026

CausalTime AQI D=72, T=19200 (test)

89.2AUROC

8

Jun 17, 2026

CausalDynamics CoupledRösslerL.

69.8AUROC

8

May 12, 2026

CausalDynamics CoupledLorenz

76.4AUROC

8

May 12, 2026

Tigramite S8 Feedback Loops

100F1 Score

8

May 12, 2026

Tigramite S7 High-Dimensional

86.1F1 Score

8

May 12, 2026

Tigramite S6 Latent Variables

100F1 Score

8

May 12, 2026

Tigramite S5 Contemporaneous

93.8F1 Score

8

May 12, 2026

Tigramite S4 Non-Linear Non-Gaussian

92F1 Score

8

May 12, 2026

Tigramite S3 Linear Non-Gaussian

100F1 Score

8

May 12, 2026

Tigramite S2 Non-Linear Gaussian

84F1 Score

8

May 12, 2026

Tigramite S1 Linear Gaussian

100F1 Score

8

May 12, 2026

88.3AUROC (SIM)

8

Apr 8, 2026

100AUROC (AN)

8

Apr 8, 2026

64.9AUROC (CE-Cha)

8

Apr 8, 2026

Supermarket linear synthetic data

3.47SHD

8

Mar 31, 2026

Sachs linear synthetic data

11.75SHD

8

Mar 31, 2026

Neighbor linear synthetic data

1SHD

8

Mar 31, 2026

MSU linear synthetic data

2SHD

8

Mar 31, 2026

Genetic linear synthetic data

0SHD

8

Mar 31, 2026

Covid linear synthetic data 4

0.67SHD

8

Mar 31, 2026

Covid linear synthetic data 3

1SHD

8

Mar 31, 2026

Covid linear synthetic data 2

0.17SHD

8

Mar 31, 2026