Time Series Causal Discovery on CausalTime pm25 (N = 36)
75.8AUROCSVAR-FM-DAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SVAR-FM-DAGData availability=Observational data only (Obs.), PINN spatial scoring=Phase 02026.05 | 75.8 | 49 | |
| SVAR-FM-DAG+FM+CAData availability=With VAR-simulated intervention data (+Int.)2026.05 | 74.6 | 47.2 | |
| PCMCIData availability=Observational data only (Obs.)2026.05 | 70.4 | 49.6 | |
| VARLiNGAMData availability=Observational data only (Obs.)2026.05 | 50 | 0 | |
| IGSP+VARData availability=With VAR-simulated intervention data (+Int.)2026.05 | 49.4 | 21.3 | |
| UT-IGSP+VARData availability=With VAR-simulated intervention data (+Int.)2026.05 | 49.2 | 20.6 | |
| GrangerData availability=Observational data only (Obs.)2026.05 | 48.6 | 23.2 |