Alarm

Benchmarks

Task Name	Dataset Name	SOTA Result
Bayesian network structure discovery	Alarm	SHD22	26
Causal Discovery	Alarm (d=37, \|E\|=46) medium-scale (test)	Precision100	20
Causal Discovery	alarm	SHD8	14
Causal Identification	Alarm real-world 37 nodes, 46 edges	Time (seconds)0.0003	6
Causal Structure Learning	Alarm	F1 (Directed Edge)88	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
Structure Learning	Alarm 37 nodes	Metric-	0

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