Causal Discovery on Semantic Causal Environment observation-only
69.8F1 ScoreGIES
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GIES2026.05 | 69.8 | 7.34 | 27.63 | |
| TabCausal2026.05 | 68.1 | 6.07 | 27.45 | |
| IGSP2026.05 | 66.4 | 6.27 | 30.7 | |
| PC2026.05 | 64.9 | 6.71 | 35.23 | |
| CDIS2026.05 | 59.5 | 7.78 | 38.09 | |
| AVICI2026.05 | 56 | 8.3 | 34.54 | |
| SDCD2026.05 | 47.9 | 11.13 | 45.53 | |
| SEA2026.05 | 47.1 | 8.51 | 45.27 | |
| DCDI2026.05 | 33.8 | 32.38 | 69.1 | |
| LiNGAM2026.05 | 30.3 | 11.28 | 41.06 | |
| DAGMA2026.05 | 27.6 | 11.33 | 51.57 | |
| NOTEARS-MLP2026.05 | 27 | 11.55 | 53.92 | |
| DAS2026.05 | 24.2 | 17.54 | 62.47 | |
| RandomRegress2026.05 | 20.6 | 24.23 | 48.19 | |
| NOTEARS2026.05 | 20.3 | 11.92 | 43.58 |