Time Series Causal Discovery on CausalTime traffic N = 20
53.4AUROCSVAR-FM-DAG+FM+CA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SVAR-FM-DAG+FM+CAData availability=With VAR-simulated intervention data (+Int.), FM extrapolation=T = 40 -> 2002026.05 | 53.4 | 23.6 | |
| IGSP+VARData availability=With VAR-simulated intervention data (+Int.)2026.05 | 52.4 | 21.4 | |
| UT-IGSP+VARData availability=With VAR-simulated intervention data (+Int.)2026.05 | 51.5 | 19.9 | |
| PCMCIData availability=Observational data only (Obs.)2026.05 | 51 | 21 | |
| SVAR-FM-DAGData availability=Observational data only (Obs.), PINN spatial scoring=Phase 02026.05 | 50.8 | 21 | |
| VARLiNGAMData availability=Observational data only (Obs.)2026.05 | 50 | 0 | |
| GrangerData availability=Observational data only (Obs.)2026.05 | 49.2 | 20 |