Causal Discovery on Synthetic Time Series - LSNM Exp. Fam.
14.87SHDRhino
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RhinoOracle regime information=true2026.06 | 14.87 | 92 | 92 | |
| FlowMSM (Rhino)Backbone Method=Rhino2026.06 | 21.57 | 0.88 | 0.89 | |
| FlowMSM (Rhino)2026.06 | 23.4 | 87 | 88 | |
| Rhino*Oracle Regime Information=true2026.06 | 23.83 | 0.86 | 0.88 | |
| MCD2026.06 | 30.3 | 0.82 | 0.84 | |
| RhinoOracle Regime Information=false2026.06 | 56.4 | 0.71 | 0.7 | |
| RhinoOracle regime information=false2026.06 | 58.23 | 70 | 69 | |
| DYNOTEARSOracle regime information=true2026.06 | 71.33 | 51 | 64 | |
| VARLiNGAMOracle regime information=true2026.06 | 71.37 | 51 | 64 | |
| FlowMSM (DYNO.)2026.06 | 71.57 | 52 | 64 | |
| FlowMSM (VARL.)2026.06 | 71.77 | 51 | 64 | |
| VARLiNGAM*Oracle Regime Information=true2026.06 | 72.07 | 0.5 | 0.64 | |
| R-PCMCI2026.06 | 72.16 | 51 | 64 | |
| DYNOTEARSOracle regime information=false2026.06 | 72.3 | 50 | 64 | |
| VARLiNGAMOracle regime information=false2026.06 | 72.3 | 50 | 64 | |
| FANTOM2026.06 | 72.3 | 51 | 64 | |
| DYNOTEARS*Oracle Regime Information=true2026.06 | 72.3 | 0.51 | 0.64 | |
| FlowMSM (VARL.)Backbone Method=VARLiNGAM2026.06 | 72.37 | 0.51 | 0.64 | |
| R-PCMCI2026.06 | 72.4 | 0.52 | 0.64 | |
| CASTOR2026.06 | 72.7 | 51 | 63 | |
| FlowMSM (DYNO.)Backbone Method=DYNOTEARS2026.06 | 72.8 | 0.52 | 0.63 | |
| DYNOTEARSOracle Regime Information=false2026.06 | 72.83 | 0.49 | 0.64 | |
| FANTOM2026.06 | 72.86 | 0.5 | 0.64 | |
| VARLiNGAMOracle Regime Information=false2026.06 | 72.87 | 0.49 | 0.64 | |
| CASTOR2026.06 | 73.16 | 0.51 | 0.63 |