Sachs

Benchmarks

Task Name	Dataset Name	SOTA Result
Causal Discovery	Sachs real-world data protein signaling network	SHD11	26
Causal Structure Learning	Sachs	SHD8	20
Causal Discovery	Sachs real data d=11	SHD8	19
Causal Discovery	Sachs linear synthetic	Dtop5	17
Causal Ordering	Sachs	ODR82	12
DAG Structure Recovery	Sachs	SHD8	9
Causal order recovery	Sachs non-linear synthetic	D_top5.5	9
Estimating causal orders	Sachs linear synthetic standard	SHD13.67	9
Causal Order Estimation	Sachs non-linear synthetic	SHD17	9
Total Effect Estimation	Sachs	Epsilon ATE4	8
Causal Discovery	Sachs linear synthetic data	SHD11.75	8
Causal Discovery	Sachs protein-signaling network ground-truth graph with 11 nodes and 17 directed edges (real data)	FDR0	8
Markov boundary discovery	Sachs Real Semi-real network	nDCG86.44	7
Causal Inference	Sachs Non-additive Noise Semi-synthetic	Accuracy (RF, Observed)68	5
Causal Inference	Sachs Additive Noise Semi-synthetic	RF Accuracy (Observed)56	5
Structure Learning	Sachs 11 nodes	Metric-	0

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