Causal Structure Discovery on Synthetic OOD SEMs
0.889Adjacency AUROCTabPFN-CFM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TabPFN-CFMNumber of fit samples (n)=10242026.06 | 0.889 | 91 | 0.902 | 88 | 0.828 | 93 | |
| PCNumber of fit samples (n)=10242026.06 | 0.685 | 86 | 0.639 | 55 | — | — | |
| GESNumber of fit samples (n)=10242026.06 | 0.654 | 81 | 0.654 | 60 | — | — | |
| AVICINumber of fit samples (n)=10242026.06 | 0.623 | 89 | 0.596 | 82 | — | — | |
| LiNGAMNumber of fit samples (n)=10242026.06 | 0.558 | 78 | 0.524 | 70 | — | — | |
| FCINumber of fit samples (n)=10242026.06 | 0.533 | 88 | 0.523 | 81 | 0.563 | 87 |