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Papers Benchmarks Datasets Tasks

Causal structure discovery research benchmarks · SOTA2 Research

Causal structure discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Barabási–Albert graphs 40 nodes

105Structural Hamming Distance

12

Mar 24, 2026

Latent-confounded chains size sweep

1SHD

8

Jun 19, 2026

70.8Adjacency AUROC

6

Jun 26, 2026

Synthetic OOD SEMs

0.889Adjacency AUROC

6

Jun 26, 2026

Rössler (Rossler Oscillator) (test)

55AUPRC

4

Feb 26, 2026

DblLinear (test)

0.79AUPRC

4

Feb 26, 2026

0.79AUPRC

4

Feb 26, 2026

Popular datasets

Rössler Oscillator DblMass DblLinear Barabási–Albert graphs Latent-confounded chains

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