Causal Discovery on Synthetic Non-Stationary Time Series (test)
0.4Mean Total SHDECR-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ECR-Netd=5, K=3, Samples/Env=2k2026.05 | 0.4 | 0.9 | 4.2 | |
| ECR-Netd=5, K=10, Samples/Env=2k2026.05 | 1 | 1 | 23.6 | |
| ECR-Netd=7, K=5, Samples/Env=3.3k2026.05 | 2.2 | 2.3 | 17 | |
| Static VARd=5, K=3, Samples/Env=2k2026.05 | 4.6 | 1.5 | — | |
| ECR-Netd=10, K=3, Samples/Env=6.6k2026.05 | 7.2 | 4.2 | 3 | |
| Static VARd=10, K=3, Samples/Env=6.6k2026.05 | 10.2 | 2.8 | — | |
| ECR-Netd=10, K=10, Samples/Env=6.6k2026.05 | 12.8 | 9.1 | 52.4 | |
| Static VARd=7, K=5, Samples/Env=3.3k2026.05 | 19.2 | 4.1 | — | |
| Static VARd=5, K=10, Samples/Env=2k2026.05 | 24.6 | 9.9 | — | |
| Static VARd=10, K=10, Samples/Env=6.6k2026.05 | 65.2 | 6 | — |