Causal Discovery on alarm
8SHDCausalSAGE
Evaluation results
| Method | Links | |
|---|---|---|
| CausalSAGEVariables=37, Random Seed=5, Prior=Random Prior2026.03 | 8 | |
| CausalSAGEVariables=37, Knowledge Source=Random2026.03 | 8 | |
| PCVariables=372026.03 | 10 | |
| CausalSAGEVariables=37, Random Seed=5, Prior=LLM Prior2026.03 | 11 | |
| CausalSAGEVariables=37, Knowledge Source=LLM2026.03 | 11 | |
| FCI + LLMVariables=37, Random Seed=52026.03 | 12 | |
| TabuVariables=372026.03 | 17 | |
| FCI(RFCI)Variables=37, Random Seed=52026.03 | 24 | |
| MMHCVariables=372026.03 | 24 | |
| HCVariables=372026.03 | 24 | |
| DAG-WGAN+2026.04 | 35 | |
| DAG-WGAN2026.04 | 36 | |
| DAGAF2026.04 | 43 | |
| DAG-GNN2026.04 | 55 |