Causal Discovery on Sachs Real-World Dataset d = 12, N = 5000
13.8Structural Hamming Distance (SHD)SSTS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SSTS2026.04 | 13.8 | 8.8 | 40 | 6.05 | 0.58 | 6.62 | |
| NOTEARS (Continuous)2026.04 | 14 | — | 29 | 14.47 | — | 14.47 | |
| DAGMA (Continuous)2026.04 | 15 | — | 21 | 182.36 | — | 182.36 | |
| Recursive SCORE2026.04 | 15.2 | 8.8 | 36 | 53.35 | 0.58 | 53.93 | |
| Scalable SCORE2026.04 | 16.2 | 9 | 32 | 55.74 | 0.58 | 56.32 |