Causal Discovery on Sachs real data d=11
8SHDNSCSL
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NSCSL2023.01 | 8 | — | 8 | 4 | — | — | — | — | — | — | — | — | |
| CAM2023.01 | 10 | — | 7 | 1 | — | — | — | — | — | — | — | — | |
| FANSITE-DCD2026.03 | 10 | — | — | — | — | — | 73 | 45 | — | — | — | — | |
| LINGAM2023.01 | 11 | — | 6 | 1 | — | — | — | — | — | — | — | — | |
| SDCD2026.03 | 13 | — | — | — | — | — | 63 | 28 | — | — | — | — | |
| DAGMA2026.03 | 14 | — | — | — | — | — | 57 | 20 | — | — | — | — | |
| Enes2026.03 | 14.3 | — | — | — | — | 39.39 | — | — | 88.18 | 72.14 | 27.06 | — | |
| COSMO2026.03 | 15 | — | — | — | — | — | 58 | 22 | — | — | — | — | |
| Linear Fast Pearson2026.03 | 15.8 | — | — | — | — | 43.08 | — | — | 86.94 | 62.23 | 32.94 | — | |
| MARVEL2026.03 | 16 | — | — | — | — | — | 52 | 16 | — | — | — | — | |
| NOTEARS2023.01 | 21 | — | 20 | 2 | — | — | — | — | — | — | — | — | |
| MDMACI test=MDMA-based, Algorithm=PC2021.06 | 25.8 | 30.3 | — | — | — | — | — | — | — | — | — | — | |
| GaussianCI test=Gaussian, Algorithm=PC2021.06 | 27 | 32 | — | — | — | — | — | — | — | — | — | — | |
| FCI2023.01 | 27 | — | 24 | 2 | — | — | — | — | — | — | — | — | |
| PC2023.01 | 28 | — | 25 | 2 | — | — | — | — | — | — | — | — | |
| DAGGNN2023.01 | 30 | — | 33 | 4 | — | — | — | — | — | — | — | — | |
| GSGES2023.01 | 32 | — | 28 | 2 | — | — | — | — | — | — | — | — | |
| PC Algorithm2026.03 | 36 | — | — | — | — | 10 | — | — | 70.25 | 8.7 | 11.76 | — | |
| DAT2026.03 | 37 | — | — | — | — | — | 65 | 20 | — | — | — | — | |
| BaDAG2023.07 | — | — | — | — | 18.92 | 26 | — | — | — | — | — | — | |
| BCD2023.07 | — | — | — | — | 17.05 | 20 | — | — | — | — | — | — | |
| BGES2023.07 | — | — | — | — | 16.61 | 22 | — | — | — | — | — | — | |
| DDS2023.07 | — | — | — | — | 34.9 | 21 | — | — | — | — | — | — | |
| DDS2026.02 | — | — | — | — | — | — | — | — | — | — | — | 367 | |
| DIBS2023.07 | — | — | — | — | 22.3 | 20 | — | — | — | — | — | — | |
| MV-DAGPrior knowledge=0%2026.02 | — | — | — | — | — | — | — | — | — | — | — | 733 | |
| MV-DAGPrior knowledge=25%2026.02 | — | — | — | — | — | — | — | — | — | — | — | 852 | |
| MV-DAGPrior knowledge=50%2026.02 | — | — | — | — | — | — | — | — | — | — | — | 1,260 |