Causal Structure Learning

Benchmarks

Dataset Name	SOTA Method	Metric
Gumbel synthetic dataset	DAGMA	Adj Precision1	30	1mo ago
Sachs	CausalSAGE	SHD8	20	11d ago
Scale-free (SF) datasets (n=100, h=5) synthetic (test)	NOTEARS + VISTA-WV	FDR18	15	1mo ago
Erdős–Rényi (ER) (n=100, h=5) synthetic (test)	NOTEARS + VISTA-WV	FDR0.08	15	1mo ago
Synthetic nD=10000, d=2, dmax=10, 400 nodes		CI Test Count2.2	13	17d ago
Synthetic nD=10000, d=2, dmax=10, 200 nodes		Number of CI Tests1.14	13	17d ago
Synthetic nD=10000, d=2, dmax=10, 100 nodes		CI Test Count0.66	13	17d ago
Linear Synthetic Data d=100, 5000 samples	DAGAF	SHD38.8	12	11d ago
Linear Synthetic Data d=50, 5000 samples	DAGAF	SHD16.4	12	11d ago
Linear Synthetic Data d=20, 5000 samples	DAGAF	SHD2	12	11d ago
Linear Synthetic Data d=10 5000 samples	DAGAF	SHD1.4	12	11d ago
Synthetic nD=10000, d=2, dmax=10, 800 nodes		Number of CI tests345,680	11	17d ago
Synthetic nD=10000, d=2, dmax=10, 600 nodes		Number of CI tests3.16	11	17d ago
Synthetic nD=10000, d=2, dmax=10, 1000 nodes		CI Test Count5.64	6	17d ago
Hailfinder		F1 Score (Directed Edge)86	6	1mo ago
Alarm		F1 (Directed Edge)88	6	1mo ago
SynTReN	PICK-s	SHD22.4	5	11d ago
Scale-Free Average Degree 20	GRaSP	ABIC191.62	5	1mo ago
Scale-Free Average Degree 18	GRaSP	ABIC157.95	5	1mo ago
Scale-Free Average Degree 16	GRaSP	ABIC115	5	1mo ago
Scale-Free Average Degree 14	GRaSP	ABIC Score133.53	5	1mo ago
Scale-Free Average Degree 12	GRaSP	ABIC112.36	5	1mo ago
Scale-Free Average Degree 10	GRaSP	ABIC97.9	5	1mo ago
Scale-Free Average Degree 8	GRaSP	ABIC76.04	5	1mo ago
Scale-Free Average Degree 6	GRaSP	ABIC68.88	5	1mo ago

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