Causal Discovery on Synthetic Time Series - ANM Exp. Fam.
1.77SHDVARLiNGAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VARLiNGAMOracle regime information=true2026.06 | 1.77 | 99 | 99 | |
| FlowMSM (VARL.)2026.06 | 4.8 | 98 | 98 | |
| VARLiNGAM*Oracle Regime Information=true2026.06 | 6.9 | 0.96 | 0.97 | |
| FlowMSM (VARL.)Backbone Method=VARLiNGAM2026.06 | 6.9 | 0.96 | 0.97 | |
| DYNOTEARSOracle regime information=true2026.06 | 10.47 | 92 | 92 | |
| FlowMSM (DYNO.)2026.06 | 13.53 | 91 | 91 | |
| FlowMSM (DYNO.)Backbone Method=DYNOTEARS2026.06 | 17.63 | 0.88 | 0.89 | |
| DYNOTEARS*Oracle Regime Information=true2026.06 | 17.93 | 0.88 | 0.88 | |
| RhinoOracle regime information=true2026.06 | 31.37 | 83 | 83 | |
| FlowMSM (Rhino)2026.06 | 32.7 | 82 | 82 | |
| MCD2026.06 | 33.03 | 0.81 | 0.83 | |
| Rhino*Oracle Regime Information=true2026.06 | 33.37 | 0.81 | 0.82 | |
| FlowMSM (Rhino)Backbone Method=Rhino2026.06 | 33.53 | 0.81 | 0.82 | |
| RhinoOracle regime information=false2026.06 | 64.1 | 66 | 65 | |
| RhinoOracle Regime Information=false2026.06 | 64.4 | 0.66 | 0.65 | |
| VARLiNGAMOracle Regime Information=false2026.06 | 65.57 | 0.65 | 0.65 | |
| VARLiNGAMOracle regime information=false2026.06 | 65.93 | 66 | 65 | |
| DYNOTEARSOracle regime information=false2026.06 | 66.57 | 64 | 64 | |
| DYNOTEARSOracle Regime Information=false2026.06 | 69 | 0.62 | 0.62 | |
| R-PCMCI2026.06 | 70.01 | 0.54 | 0.65 | |
| R-PCMCI2026.06 | 70.98 | 53 | 65 | |
| FANTOM2026.06 | 72.29 | 51 | 64 | |
| CASTOR2026.06 | 72.72 | 53 | 63 | |
| FANTOM2026.06 | 72.84 | 0.51 | 0.64 | |
| CASTOR2026.06 | 72.99 | 0.53 | 0.63 |