Causal Structure Learning on Alarm
100F1-scorepure meta-hub + node-children protocol
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| pure meta-hub + node-children protocolV=37, GT edges=46, K=26, cascade=disabled2026.05 | 100 | — | — | 100 | 100 | — | 27 | |
| L-MARVELSample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 92 | 235 | 0.04 | 98 | 87 | — | — | |
| MBCS*Sample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 90 | 335 | 0.11 | 98 | 84 | — | — | |
| RFCISample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 89 | 981 | 0.2 | 100 | 81 | — | — | |
| FCISample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 88 | 6,899 | 1.25 | 100 | 80 | — | — | |
| M3HCSample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 87 | 674 | 4.19 | 100 | 78 | — | — | |
| CausalSAGEVariables=37, Prior=Random2026.03 | — | — | — | — | — | 80 | — | |
| CausalSAGEVariables=37, Prior=LLM2026.03 | — | — | — | — | — | 88 | — | |
| HCVariables=372026.03 | — | — | — | — | — | 66 | — | |
| MMHCVariables=372026.03 | — | — | — | — | — | 65 | — | |
| PCVariables=372026.03 | — | — | — | — | — | 88 | — | |
| TabuVariables=372026.03 | — | — | — | — | — | 73 | — |