Causal Graph Recovery on semi-synthetic dynamic health benchmark
92PrecisionPerCaM-Health
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerCaM-HealthPersonalization=true, Dynamics=true2026.05 | 92 | 97 | 94 | 0.85 | |
| Personalized causal graphPersonalization=true, Dynamics=false2026.05 | 85 | 93 | 89 | 2.1 | |
| DKCPersonalization=false, Dynamics=false2026.05 | 73 | 88 | 80 | 3 | |
| DyCausalPersonalization=false, Dynamics=true2026.05 | 71 | 91 | 80 | 3.2 | |
| DyCASTPersonalization=false, Dynamics=true2026.05 | 68 | 90 | 77 | 3.5 | |
| TV-VARPersonalization=false, Dynamics=true2026.05 | 64 | 89 | 74 | 3.9 | |
| DYNOTEARSPersonalization=false, Dynamics=true2026.05 | 61 | 87 | 72 | 4.3 | |
| DAG-GNNPersonalization=false, Dynamics=false2026.05 | 56 | 83 | 67 | 5.2 | |
| PC / PCMCIPersonalization=false, Dynamics=true2026.05 | 52 | 74 | 61 | 5.9 | |
| NOTEARSPersonalization=false, Dynamics=false2026.05 | 49 | 86 | 62 | 6.2 |