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CPDAG recovery research benchmarks · SOTA2 Research

CPDAG recovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

High-dimensional synthetic SEMs (Uniform noise, d=1) (p=10^4)

94.8F1 Score

4

May 8, 2026

High-dimensional synthetic SEMs Normal noise, d=1

96.5F1 Score

4

May 8, 2026

High-dimensional synthetic SEMs (Normal noise, d=5)

58F1 Score

4

May 8, 2026

High-dimensional SEMs synthetic Uniform noise d=5 p=10^4

64.2F1 Score

4

May 8, 2026

Synthetic Linear SEMs p=10000, d=5, n=p

63.3F1 Score

2

May 8, 2026

Linear SEMs p=10000, d=5, n=0.5p synthetic (0.5p)

61.4F1 Score

2

May 8, 2026

Synthetic linear SEMs p=10,000, d=1, n=p, t-distributed noise

95.1F1 Score

2

May 8, 2026

Synthetic linear SEMs p=10,000, d=1, n=0.5p, t-distributed noise

99.4F1 Score

2

May 8, 2026

Popular datasets

Synthetic linear SEMs High-dimensional SEMs High-dimensional synthetic SEMs Linear SEMs

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