SOTA Causal Structure Learning benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Gumbel synthetic dataset	DAGMA	Adj Precision1	30	3d ago
Scale-free (SF) datasets (n=100, h=5) synthetic (test)	NOTEARS + VISTA-WV	FDR18	15	4d ago
Erdős–Rényi (ER) (n=100, h=5) synthetic (test)	NOTEARS + VISTA-WV	FDR0.08	15	4d ago
Sachs	NOTEARS	SHD11	7	4d ago
Scale-Free Average Degree 20	GRaSP	ABIC191.62	5	3d ago
Scale-Free Average Degree 18	GRaSP	ABIC157.95	5	3d ago
Scale-Free Average Degree 16	GRaSP	ABIC115	5	3d ago
Scale-Free Average Degree 14	GRaSP	ABIC Score133.53	5	3d ago
Scale-Free Average Degree 12	GRaSP	ABIC112.36	5	3d ago
Scale-Free Average Degree 10	GRaSP	ABIC97.9	5	3d ago
Scale-Free Average Degree 8	GRaSP	ABIC76.04	5	3d ago
Scale-Free Average Degree 6	GRaSP	ABIC68.88	5	3d ago
Scale-Free Average Degree 4	GRaSP	ABIC38.39	5	3d ago
Scale-Free Average Degree 2		ABIC0.54	5	3d ago
Carpo		CI Test Count123,198	5	4d ago
Barley		CI Tests Count117,566	5	4d ago
Ecoli70		CI Tests Count56,781	5	4d ago
Alarm		#CI tests6,899	5	4d ago
Arth150	RFCI	#CI Tests2,644,794	4	4d ago
Hailfinder	RFCI	CI Test Count256,754	4	4d ago
fMRI	DAS	SHD11.6	3	4d ago
Gumbel Avg Deg 20	BOSS	ABIC278.55	3	3d ago
Gumbel Avg Deg 18	BOSS	ABIC248.95	3	3d ago
Gumbel Avg Deg 16	BOSS	ABIC238.72	3	3d ago
Gumbel Avg Deg 14	BOSS	ABIC196.92	3	3d ago

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