Synthetic DAGs
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic DAGs
1TPR
125
Synthetic DAGs (100 nodes, 400 edges) v1
60SHD
51
Synthetic Large DAGs
21Runtime (s)
12
Synthetic DAGs Gumbel noise distribution 1.0 (test)
350SHD
5
Synthetic DAGs Default: 100 nodes, 400 edges, ER, Gaussian, n=1000 1.0 (test)
285SHD
5
Synthetic DAGs Dense root causes: p=0.5 1.0 (test)
271SHD
4
Synthetic DAGs High edge density: 1000 edges 1.0 (test)
961SHD
4
Synthetic DAGs Scale-free graph type 1.0 (test)
187SHD
4
Synthetic DAGs 3000 samples
100CI Test Ratio
4
Synthetic DAGs 1000 samples
1# CI Tests Ratio
4
Synthetic DAGs 500 samples
1# CI Tests Ratio
4
Synthetic DAGs 200 samples
1.1CI Tests Ratio
4
Synthetic DAGs 100 samples
130CI Test Ratio
4
Synthetic DAGs Larger weights in A 1.0 (test)
135SHD
3
Synthetic DAGs Standardized data 1.0 (test)
329SHD
3
Synthetic DAGs High noise deviation: sigma=0.1 1.0 (test)
341SHD
2
Synthetic DAGs Fixed support 1.0 (test)
390SHD
1