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ResearchFormerly WizWand

Alarm

Benchmarks

TaskDatasetSOTA resultTrendResults

Bayesian network structure discovery

Alarm

22SHD

26

Causal Discovery

Alarm d=37

4Mod. SHD

21

Causal Discovery

Alarm (d=37, |E|=46) medium-scale (test)

100Precision

20

Causal Discovery

alarm

8SHD

14

Causal discovery

Alarm averaged over n ∈ {500, 1000, 5000, 10000} (synthetic)

0.709RNB

11

ALARM

5FPR (α=0.05)

11

Directed structure recovery

alarm ρ=0.4

93Directed F1

6

Directed structure recovery

alarm (ρ=0.2)

46Directed-F1

6

Causal Identification

Alarm real-world 37 nodes, 46 edges

0Time (seconds)

6

Causal Structure Learning

Alarm

100F1-score

6

Ranking direct causal variables

Alarm CATECHOL

24.75Avg Rank

5

Ranking direct causal variables

Alarm HISTORY

1Average Ranking

5

Ranking direct causal variables

Alarm SHUNT

6.93Average Rank

5

Causal Variable Selection

Alarm CATECHOL

27.67Computation Time (s)

5

Causal Variable Selection

Alarm HISTORY

0.6Computation Time (sec)

5

Causal Variable Selection

Alarm SHUNT

3.6Computation Time (sec)

5

Conditional Probability Inference

Alarm network

10.098Computation Time

4

Causal Structure Learning

alarm ρ=0.4

33Directed-F1

2

Causal Structure Learning

alarm ρ=0.2

13Directed F1 Score

2

Causal Effect Estimation

Alarm

86.33Recall

1

Structure Learning

Alarm 37 nodes

—Primary metric

0