Causal Discovery on Synthetic Linear
0.75Window F1VCDF-VARLiNGAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VCDF-VARLiNGAM2024.10 | 0.75 | 0.8 | |
| VCDF-VARLiNGAM2026.02 | 0.75 | 0.8 | |
| VARLiNGAM2024.10 | 0.64 | 0.69 | |
| VARLiNGAM2026.02 | 0.64 | 0.69 | |
| DYNOTEARS2024.10 | 0.48 | 0.53 | |
| DYNOTEARS2026.02 | 0.48 | 0.53 | |
| VCDF-PCMCI2024.10 | 0.43 | 0.51 | |
| VCDF-PCMCI2026.02 | 0.43 | 0.51 | |
| TCDF2024.10 | 0.38 | 0.43 | |
| TCDF2026.02 | 0.38 | 0.43 | |
| PCMCI2024.10 | 0.37 | 0.49 | |
| PCMCI2026.02 | 0.37 | 0.49 |