Causal Discovery on Sachs flow cytometry observational
14SHDDCD-PFN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DCD-PFNzero-shot=true2026.06 | 14 | — | — | 30 | 46.2 | — | — | — | 100 | |
| ICALiNGAM2026.06 | 15 | — | — | 25 | 37 | — | — | — | 71.4 | |
| DirectLiNGAM2026.06 | 15 | — | — | 25 | 38.5 | — | — | — | 83.3 | |
| GOLEM2026.06 | 15 | — | — | 30 | 41.4 | — | — | — | 66.7 | |
| NOTEARSSetting=Observational2026.05 | 16 | 57 | 67 | 12 | 17 | 2 | 6 | — | — | |
| PCIndependence Test=E-KCIT2026.06 | 16 | — | — | 30 | 38.7 | — | — | — | 54.5 | |
| LiNGAMSetting=Observational2026.05 | 17 | 53 | 75 | 6 | 10 | 1 | 4 | — | — | |
| Notears2026.06 | 18 | — | — | 15 | 23.1 | — | — | — | 50 | |
| AVICIzero-shot=true2026.06 | 19 | — | — | 10 | 14.8 | — | — | — | 28.6 | |
| PCIndependence Test=KCIT2026.06 | 19 | — | — | 20 | 25 | — | — | — | 33.3 | |
| GES2026.06 | 19 | — | — | 20 | 24.2 | — | — | — | 30.8 | |
| GraNDAG2026.06 | 20 | — | — | 0 | 0 | — | — | — | 0 | |
| PACERSetting=Observational2026.05 | 21 | 42 | 64 | 53 | 43 | 9 | 25 | — | — | |
| BOSSSetting=Observational2026.05 | 25 | 43 | 74 | 47 | 33 | 8 | 31 | — | — | |
| IAMBSetting=Observational2026.05 | 26 | 49 | 79 | 41 | 28 | 7 | 33 | — | — | |
| GRaSPSetting=Observational2026.05 | 27 | 41 | 76 | 47 | 31 | 8 | 34 | — | — | |
| GSSetting=Observational2026.05 | 28 | 51 | 81 | 35 | 25 | 6 | 31 | — | — | |
| MMPCSetting=Observational2026.05 | 30 | 62 | 76 | 71 | 36 | 12 | 50 | — | — | |
| GESSetting=Observational2026.05 | 31 | 51 | 84 | 35 | 22 | 6 | 38 | — | — |