Time Series Causal Discovery on CausalTime medical (N = 20)
57.5AUROCSVAR-FM-DAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SVAR-FM-DAGData availability=Observational data only (Obs.), PINN spatial scoring=Phase 02026.05 | 57.5 | 37.4 | |
| SVAR-FM-DAG+FM+CAData availability=With VAR-simulated intervention data (+Int.)2026.05 | 56.1 | 34.9 | |
| GrangerData availability=Observational data only (Obs.)2026.05 | 50.3 | 26.4 | |
| VARLiNGAMData availability=Observational data only (Obs.)2026.05 | 50 | 0 | |
| IGSP+VARData availability=With VAR-simulated intervention data (+Int.)2026.05 | 49.4 | 23.6 | |
| UT-IGSP+VARData availability=With VAR-simulated intervention data (+Int.)2026.05 | 49.1 | 22.7 | |
| PCMCIData availability=Observational data only (Obs.)2026.05 | 46.9 | 22.4 |