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Bivariate Causal Discovery research benchmarks – Page 2 · SOTA2 Research

Bivariate Causal Discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94.4AUROC

21

Apr 8, 2026

92.4AUROC

21

Apr 8, 2026

88.3AUROC

21

Apr 8, 2026

100AUROC

21

Apr 8, 2026

100AUROC

21

Apr 8, 2026

100AUROC

21

Apr 8, 2026

91.8AUROC

21

Apr 8, 2026

97.5AUROC

21

Apr 8, 2026

72.2AUROC

21

Apr 8, 2026

81.1LxCIM (%)

16

Feb 26, 2026

Tübingen cause–effect pairs

74Correct / Total

12

Jun 17, 2026

90Accuracy

10

Apr 7, 2026

Tübingen CEP 100 pairs

82.4Accuracy

7

Jun 24, 2026

Categorical Cause-Effect Pairs (full)

69.7Causal Direction Accuracy

3

Feb 26, 2026

Tübingen CEP 102 pairs

74.7Accuracy

1

Jun 24, 2026

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