SOTA Causal Discovery benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Synthetic DAGs	SparseRC	TPR1	125	4mo ago
SCP sparse	CDNOTS-Gated	F1 Score92.9	80	1mo ago
sparse SCP	CDNOTS-Gated	Structural Hamming Distance (SHD)9	80	1mo ago
Real-world corpora	SCITE	F1G87.8	72	3mo ago
iTAG-generated corpora	SCITE	F1G94.7	72	3mo ago
Synthetic Data	IGSP	Runtime0	57	2mo ago
Sachs real-world data protein signaling network	CaPS	SHD11	41	1mo ago
Synthetic Temporal Sequences	ModePlait	SHD3.82	40	4mo ago
Synthetic DAG data (test)		TPR100	40	4mo ago
Synthetic DAG data		TPR100	40	4mo ago
Tübingen	RDMDL	AUROC82	37	3mo ago
Lorenz-96	SRU	AUROC100	36	2mo ago
Synthetic (n=100, \|E\|=400, sample size=1000)	CauScale	mAP99.6	36	4mo ago
child	Auto Opt. (Ours)	F1 Score95.2	35	1mo ago
Cancer	ReAct	F1 Score93	34	1mo ago
CausalMan Small	CAST (HITL)	F1 Score48.3	33	22d ago
Synthetic n=1000, \|E\|=2000, sample size=1000	CauScale	mAP96.6	32	4mo ago
CE-Gauss		AUROC91.7	31	3mo ago
Auto		SHD3	30	1mo ago
Synthetic Exponential Noise	BOSS	ABIC Score30.13	30	4mo ago
overline{OU} (sigma_g^m = 0)	PLACy	F1 Score70	27	4mo ago
OU sigma_g^m = 0	PLACy	F1 Score77	27	4mo ago
SWaT	TCPFN	F1 Score28.8	25	1mo ago
Synthetic Time Series - LSNM Exp. Fam.	Rhino	SHD14.87	25	1mo ago
Synthetic Time Series - ANM Exp. Fam.		SHD1.77	25	1mo ago

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