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ResearchFormerly WizWand

Causal Identification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

General random graphs n=6 (exhaustive)

97.5Identification Rate

7

Apr 13, 2026

Alarm real-world 37 nodes, 46 edges

0Time (seconds)

6

Feb 26, 2026

Water real-world 32 nodes, 66 edges

0.002Time (s)

5

Feb 26, 2026

Barley 48 nodes, 84 edges (real-world)

0.003Execution Time (s)

5

Feb 26, 2026

Psych real-world 22 nodes, 70 edges

0.002Time (seconds)

4

Feb 26, 2026

Large random graphs n=100

99.7Identification Rate

2

Apr 13, 2026

Large random graphs n=50

99.3Identification Rate

2

Apr 13, 2026

Large random graphs n=20

99.2Identification Rate

2

Apr 13, 2026

Large random graphs n=10

98.6Identification Rate

2

Apr 13, 2026

Random Graphs n=5 (exhaustive enumeration)

108,368Count (Both Identified)

2

Apr 13, 2026

Random Graphs (n=4) (exhaustive enumeration)

288Both Identified (%)

2

Apr 13, 2026