Causal Discovery

Benchmarks

Dataset Name	SOTA Method	Metric
Synthetic DAGs	SparseRC	TPR1	125	3d ago
Synthetic Temporal Sequences	ModePlait	SHD3.82	40	3d ago
Synthetic DAG data (test)		TPR100	40	3d ago
Synthetic DAG data		TPR100	40	3d ago
Synthetic (n=100, \|E\|=400, sample size=1000)	CauScale	mAP99.6	36	3d ago
Synthetic n=1000, \|E\|=2000, sample size=1000	CauScale	mAP96.6	32	3d ago
Synthetic Exponential Noise	BOSS	ABIC Score30.13	30	2d ago
overline{OU} (sigma_g^m = 0)	PLACy	F1 Score70	27	3d ago
OU sigma_g^m = 0	PLACy	F1 Score77	27	3d ago
Sachs real-world data protein signaling network	CaPS	SHD11	26	3d ago
Synthetic Gaussian IL2H	Latent Hierarchical Causal Structure Discovery algorithm	Causal Cluster Recovery Rate100	24	3d ago
Synthetic Data	DAG-NoCurl	Runtime111	21	3d ago
Alarm (d=37, \|E\|=46) medium-scale (test)	FCI (Baseline)	Precision100	20	3d ago
SF5 (n=30, h=5)	GOLEM + VISTA-WV	FDR1	18	3d ago
ER5 (n=30, h=5)	NOTEARS + VISTA-WV	FDR0.12	18	3d ago
MECD (test)		Avg SHD2.05	18	3d ago
Double Pendulum Simulated (5 folds)	TSCI	Correlation Coefficient0.915	18	3d ago
Synthetic SF3 n=50, h=3 (test)	DAG-GNN + VISTA	FDR5	17	3d ago
Synthetic ER3 n=50, h=3 (test)	GOLEM	FDR4	17	3d ago
SF3 n=100, h=3 synthetic (test)	VISTA-WV	FDR11	15	3d ago
ER3 (n=100, h=3) Synthetic (test)	NOTEARS	FDR9	15	3d ago
SF5 synthetic n = 50, h = 5	NOTEARS	FDR2	15	3d ago
ER5 n = 50, h = 5 synthetic	NOTEARS	FDR4	15	3d ago
Synthetic Graphs (ER4, SF4) with Gaussian, Gumbel, and exponential noise	GOLEM	SHD4.28	15	3d ago
Synthetic DAG Datasets	SparseRC	Runtime (s)101.8	14	3d ago

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