asia

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Asia	F1 Score84	24
Bayesian network structure discovery	Asia	SHD0	24
Causal Graph Discovery	Asia 8 nodes, 8 edges	Accuracy88	18
Causal Discovery	Asia linear synthetic	Dtop4.31	17
Skeleton Estimation	asia	F1 Score90.67	15
Causal Discovery	Asia (test)	BSF67	12
Causal Discovery	Asia	F1 Score100	11
Causal Discovery	Asia discrete (test)	Precision66	11
Bayesian Network Structure Recovery	asia 8 nodes (test)	F1 Score90.67	11
Spatial classification	Asia14 pixel-based RAG	Accuracy77	10
Causal order recovery	Asia non-linear synthetic	D_top1.22	9
Estimating causal orders	Asia linear synthetic standard	SHD3	9
Causal Order Estimation	Asia non-linear synthetic	SHD8.67	9
Graph Recovery	ASIA	SHD0	8
Total Effect Estimation	Asia	Epsilon ATE0	8
Causal Discovery	Asia linear synthetic data	SHD2.22	8
Causal Discovery	Asia (d=8, \|E\|=8) small-scale (test)	Precision100	8
Causal Discovery	Asia (d=8)	Modified SHD4.6	7
Causal Discovery	Asia bnlearn	AUROC91	6
Classification	Asia N=800 (train)	F1 Score84	6
Classification	Asia N=400 (train)	F1 Score84	6
Membership Inference Attack	asia	AUC0.763	3

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