Causal Discovery on FoundCause 10% MAR missingness
0.749AUROCFoundCause
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FoundCausemodel_type=Amortised / foundation-model2026.06 | 0.749 | 52.6 | 65.6 | 1.013 | 15 | |
| SEAmodel_type=Amortised / foundation-model2026.06 | 0.725 | 49 | 65 | 1.113 | 15 | |
| GRaSPImputation method=mean imputation2026.06 | 0.72 | 45.8 | 65.1 | 1.541 | 15 | |
| AVICImodel_type=Amortised / foundation-model2026.06 | 0.719 | 47.9 | 63.6 | 1.194 | 15 | |
| CSIvAmodel_type=Amortised / foundation-model2026.06 | 0.717 | 48.1 | 63.8 | 1.175 | 15 | |
| Cond_FIPmodel_type=Amortised / foundation-model2026.06 | 0.706 | 46.4 | 62.7 | 1.246 | 15 | |
| GESImputation method=mean imputation2026.06 | 0.702 | 42.7 | 60.7 | 1.682 | 15 | |
| PCImputation method=mean imputation, alpha=0.012026.06 | 0.688 | 43.5 | 61.8 | 1.471 | 12 | |
| PCImputation method=mean imputation, alpha=0.052026.06 | 0.669 | 40.1 | 62 | 1.586 | 12 | |
| DirectLiNGAMImputation method=mean imputation2026.06 | 0.641 | 28 | 47.8 | 2.814 | 15 | |
| ICA-LiNGAMImputation method=mean imputation2026.06 | 0.617 | 25.8 | 46.6 | 3.159 | 15 | |
| FCIImputation method=mean imputation, alpha=0.052026.06 | 0.614 | 35.2 | 45.9 | 1.294 | 12 | |
| DAGMA (linear)Imputation method=mean imputation2026.06 | 0.58 | 25 | 52.3 | 1.597 | 15 | |
| NOTEARS-LinearImputation method=mean imputation2026.06 | 0.57 | 23.3 | 49.3 | 1.523 | 15 | |
| Naive correlationImputation method=mean imputation2026.06 | 0.559 | 16.4 | 40.1 | 4.832 | 15 | |
| SCOREImputation method=mean imputation2026.06 | 0.521 | 11.2 | 33.1 | 4.79 | 15 |