Alarm
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Bayesian network structure discovery | Alarm | SHD22 | 26 | |
| Causal Discovery | Alarm (d=37, |E|=46) medium-scale (test) | Precision100 | 20 | |
| Causal Identification | Alarm real-world 37 nodes, 46 edges | Time (seconds)0.0003 | 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 | |
| Causal Structure Learning | Alarm | #CI tests6,899 | 5 | |
| Conditional Probability Inference | Alarm network | Computation Time10.0977 | 4 | |
| Structure Learning | Alarm 37 nodes | Metric- | 0 |
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