Causal Discovery

Benchmarks

Dataset Name	SOTA Method	Metric
Synthetic DAGs	SparseRC	TPR1	125	1mo ago
Real-world corpora	SCITE	F1G87.8	72	9d ago
iTAG-generated corpora	SCITE	F1G94.7	72	9d ago
Synthetic Temporal Sequences	ModePlait	SHD3.82	40	1mo ago
Synthetic DAG data (test)		TPR100	40	1mo ago
Synthetic DAG data		TPR100	40	1mo ago
Tübingen	RDMDL	AUROC82	37	10d ago
Synthetic (n=100, \|E\|=400, sample size=1000)	CauScale	mAP99.6	36	1mo ago
Synthetic n=1000, \|E\|=2000, sample size=1000	CauScale	mAP96.6	32	1mo ago
CE-Gauss		AUROC91.7	31	10d ago
Synthetic Exponential Noise	BOSS	ABIC Score30.13	30	1mo ago
overline{OU} (sigma_g^m = 0)	PLACy	F1 Score70	27	1mo ago
OU sigma_g^m = 0	PLACy	F1 Score77	27	1mo ago
Sachs real-world data protein signaling network	CaPS	SHD11	26	1mo ago
Simulated datasets		Cohen's d0.455	24	1mo ago
Synthetic Data \|V\|=5	ABAPC-LLM	NSHD0.21	24	1mo ago
Synthetic Gaussian IL2H	Latent Hierarchical Causal Structure Discovery algorithm	Causal Cluster Recovery Rate100	24	1mo ago
Synthetic Data	DAG-NoCurl	Runtime111	21	1mo ago
Alarm (d=37, \|E\|=46) medium-scale (test)	FCI (Baseline)	Precision100	20	1mo ago
Sachs real data d=11	NSCSL	SHD8	19	23d ago
SF5 (n=30, h=5)	GOLEM + VISTA-WV	FDR1	18	1mo ago
ER5 (n=30, h=5)	NOTEARS + VISTA-WV	FDR0.12	18	1mo ago
MECD (test)		Avg SHD2.05	18	1mo ago
Double Pendulum Simulated (5 folds)	TSCI	Correlation Coefficient0.915	18	1mo ago
Supermarket linear synthetic	MATS	Dtop1.5	17	18d ago

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