Causal Discovery on Synthetic Time Series - SVAR Exp. Fam.
0.07SHDVARLiNGAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VARLiNGAMOracle regime information=true2026.06 | 0.07 | 100 | 100 | |
| VARLiNGAM*Oracle Regime Information=true2026.06 | 5.13 | 96 | 97 | |
| FlowMSM (VARL.)2026.06 | 10.43 | 94 | 94 | |
| FlowMSM (VARL.)Backbone Method=VARLiNGAM2026.06 | 13.73 | 92 | 93 | |
| DYNOTEARSOracle regime information=true2026.06 | 14.2 | 92 | 92 | |
| FlowMSM (DYNO.)2026.06 | 18.07 | 90 | 90 | |
| DYNOTEARS*Oracle Regime Information=true2026.06 | 32.9 | 80 | 81 | |
| FlowMSM (DYNO.)Backbone Method=DYNOTEARS2026.06 | 36.53 | 78 | 79 | |
| RhinoOracle regime information=true2026.06 | 54.37 | 71 | 71 | |
| FlowMSM (Rhino)2026.06 | 55.1 | 71 | 70 | |
| MCD2026.06 | 58 | 68 | 69 | |
| Rhino*Oracle Regime Information=true2026.06 | 58.57 | 68 | 68 | |
| FlowMSM (Rhino)Backbone Method=Rhino2026.06 | 58.83 | 68 | 69 | |
| R-PCMCI2026.06 | 68.93 | 56 | 66 | |
| CASTOR2026.06 | 72.09 | 53 | 64 | |
| R-PCMCI2026.06 | 72.21 | 50 | 64 | |
| FANTOM2026.06 | 72.22 | 51 | 64 | |
| CASTOR2026.06 | 72.43 | 52 | 64 | |
| FANTOM2026.06 | 72.63 | 51 | 64 | |
| RhinoOracle regime information=false2026.06 | 74.37 | 60 | 59 | |
| RhinoOracle Regime Information=false2026.06 | 74.57 | 60 | 60 | |
| VARLiNGAMOracle Regime Information=false2026.06 | 75.5 | 59 | 59 | |
| DYNOTEARSOracle Regime Information=false2026.06 | 75.53 | 59 | 58 | |
| DYNOTEARSOracle regime information=false2026.06 | 76.63 | 59 | 58 | |
| VARLiNGAMOracle regime information=false2026.06 | 78.17 | 58 | 57 |