Causal Structure Learning on Hailfinder
92F1 ScoreL-MARVEL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| L-MARVELSample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 92 | 333 | 0.07 | 98 | 87 | — | — | — | — | |
| MBCS*Sample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 89 | 502 | 0.19 | 99 | 82 | — | — | — | — | |
| RFCISample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 88 | 256,754 | 62.22 | 100 | 79 | — | — | — | — | |
| M3HCSample size=50|O|, Latent variable rate=5%-10%, Selection variable rate=~5%2021.10 | 86 | 139,788 | 47.72 | 100 | 77 | — | — | — | — | |
| QACDT_max=202026.04 | 71.93 | — | — | — | — | — | 0.6788 | 7.0545 | 9.6333 | |
| MMHC2026.04 | 64.9 | — | — | — | — | — | 0.6576 | 9.8455 | 13.4061 | |
| MPC2026.04 | 55.36 | — | — | — | — | — | 1.4061 | 9.8788 | 10.897 | |
| PC2026.04 | 54.89 | — | — | — | — | — | 1.3788 | 9.1455 | 10.1 | |
| CausalSAGEVariables=56, Prior=Random2026.03 | — | — | — | — | — | 53 | — | — | — | |
| CausalSAGEVariables=56, Prior=LLM2026.03 | — | — | — | — | — | 53 | — | — | — | |
| HCVariables=562026.03 | — | — | — | — | — | 86 | — | — | — | |
| MMHCVariables=562026.03 | — | — | — | — | — | 67 | — | — | — | |
| PCVariables=562026.03 | — | — | — | — | — | 54 | — | — | — | |
| TabuVariables=562026.03 | — | — | — | — | — | 81 | — | — | — |