asia

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Asia	F1 Score84	24
Bayesian network structure discovery	Asia	SHD0	24
Causal Discovery	Asia	F1 Score100	19
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 synthetic averaged over n ∈ {500, 1000, 5000, 10000}	RNB0.641	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
Directed structure recovery	asia ρ=0.4	Directed F1 Score92	6
Directed structure recovery	asia ρ=0.2	Directed F1 Score73	6
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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