Alarm

Benchmarks

Task Name	Dataset Name	SOTA Result
Bayesian network structure discovery	Alarm	SHD22	26
Causal Discovery	Alarm d=37	Mod. SHD4	21
Causal Discovery	Alarm (d=37, \|E\|=46) medium-scale (test)	Precision100	20
Causal Discovery	alarm	SHD8	14
Causal discovery	Alarm averaged over n ∈ {500, 1000, 5000, 10000} (synthetic)	RNB0.709	11
Graph Recovery	ALARM	FPR (α=0.05)5	11
Directed structure recovery	alarm ρ=0.4	Directed F193	6
Directed structure recovery	alarm (ρ=0.2)	Directed-F146	6
Causal Identification	Alarm real-world 37 nodes, 46 edges	Time (seconds)0.0003	6
Causal Structure Learning	Alarm	F1-score100	6
Ranking direct causal variables	Alarm CATECHOL	Avg Rank24.75	5
Ranking direct causal variables	Alarm HISTORY	Average Ranking1	5
Ranking direct causal variables	Alarm SHUNT	Average Rank6.93	5
Causal Variable Selection	Alarm CATECHOL	Computation Time (s)27.67	5
Causal Variable Selection	Alarm HISTORY	Computation Time (sec)0.6	5
Causal Variable Selection	Alarm SHUNT	Computation Time (sec)3.6	5
Conditional Probability Inference	Alarm network	Computation Time10.0977	4
Causal Structure Learning	alarm ρ=0.4	Directed-F133	2
Causal Structure Learning	alarm ρ=0.2	Directed F1 Score13	2
Causal Effect Estimation	Alarm	Recall86.33	1
Structure Learning	Alarm 37 nodes	Metric-	0

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