Causal Structure Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
8SHD
38
May 28, 2026
1Adj Precision
30
Feb 27, 2026
18FDR
15
Feb 26, 2026
0.08FDR
15
Feb 26, 2026
2.2CI Test Count
13
Apr 1, 2026
1.14Number of CI Tests
13
Apr 1, 2026
0.66CI Test Count
13
Apr 1, 2026
38.8SHD
12
Apr 7, 2026
16.4SHD
12
Apr 7, 2026
2SHD
12
Apr 7, 2026
1.4SHD
12
Apr 7, 2026
345,680Number of CI tests
11
Apr 1, 2026
3.16Number of CI tests
11
Apr 1, 2026
2Worst-case Cost
9
May 8, 2026
92F1 Score
8
Apr 28, 2026
5.64CI Test Count
6
Apr 1, 2026
100F1-score
6
May 28, 2026
22.4SHD
5
Apr 7, 2026
191.62ABIC
5
Feb 27, 2026
157.95ABIC
5
Feb 27, 2026
115ABIC
5
Feb 27, 2026
133.53ABIC Score
5
Feb 27, 2026
112.36ABIC
5
Feb 27, 2026
97.9ABIC
5
Feb 27, 2026
76.04ABIC
5
Feb 27, 2026