Causal Discovery on Synthetic Time Series SVAR (Gauss.)
12.37SHDDYNOTEARS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DYNOTEARSOracle regime information=true2026.06 | 12.37 | 93 | 93 | |
| FlowMSM (DYNO.)2026.06 | 14.83 | 91 | 91 | |
| DYNOTEARS*Oracle Regime Information=true2026.06 | 30.47 | 81 | 83 | |
| FlowMSM (DYNO.)Backbone Method=DYNOTEARS2026.06 | 30.6 | 81 | 83 | |
| VARLiNGAMOracle regime information=true2026.06 | 53.07 | 69 | 68 | |
| FlowMSM (VARL.)2026.06 | 53.7 | 68 | 68 | |
| VARLiNGAM*Oracle Regime Information=true2026.06 | 54.87 | 67 | 67 | |
| FlowMSM (VARL.)Backbone Method=VARLiNGAM2026.06 | 54.93 | 67 | 68 | |
| RhinoOracle regime information=true2026.06 | 56.37 | 68 | 68 | |
| FlowMSM (Rhino)2026.06 | 58.77 | 67 | 67 | |
| Rhino*Oracle Regime Information=true2026.06 | 59.2 | 67 | 67 | |
| FlowMSM (Rhino)Backbone Method=Rhino2026.06 | 59.5 | 66 | 67 | |
| MCD2026.06 | 62.9 | 63 | 65 | |
| R-PCMCI2026.06 | 69.34 | 55 | 65 | |
| CASTOR2026.06 | 72.17 | 53 | 64 | |
| FANTOM2026.06 | 72.27 | 51 | 64 | |
| CASTOR2026.06 | 72.42 | 52 | 64 | |
| FANTOM2026.06 | 72.62 | 51 | 64 | |
| R-PCMCI2026.06 | 72.67 | 50 | 64 | |
| RhinoOracle Regime Information=false2026.06 | 74.27 | 60 | 60 | |
| DYNOTEARSOracle Regime Information=false2026.06 | 74.6 | 60 | 59 | |
| DYNOTEARSOracle regime information=false2026.06 | 75.5 | 59 | 59 | |
| RhinoOracle regime information=false2026.06 | 76.03 | 59 | 58 | |
| VARLiNGAMOracle Regime Information=false2026.06 | 78.27 | 57 | 56 | |
| VARLiNGAMOracle regime information=false2026.06 | 78.8 | 57 | 56 |