Causal Discovery on Syntren
34.4F1 ScoreGraNDAG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GraNDAG2024.10 | 34.4 | 26.5 | 155.3 | — | — | — | |
| TTT-SCLinitialization=Notears2026.05 | 32.14 | — | — | — | 90.5 | 51.85 | |
| CaPSVariation=Full2024.10 | 23 | 37.2 | 178.9 | — | — | — | |
| TriOptSherman-Morrison (SM) configuration=without2026.05 | 23 | — | — | 43.4 | — | — | |
| CAM2024.10 | 22.3 | 38 | 178.6 | — | — | — | |
| AVICIversion=scm-v02026.05 | 22.22 | — | — | — | 93 | 25.53 | |
| CaPSVariation=w/o Parent Score2024.10 | 22.2 | 34.8 | 188 | — | — | — | |
| TriOptSherman-Morrison (SM) configuration=with2026.05 | 22 | — | — | 44.4 | — | — | |
| CaPSVariation=w/o Theorem 12024.10 | 21.8 | 51.6 | 180 | — | — | — | |
| NOTEARS2026.05 | 20 | — | — | 53 | — | — | |
| DiffAN2024.10 | 19.1 | 44.1 | 188.7 | — | — | — | |
| SCORE2024.10 | 18.3 | 37.5 | 197.1 | — | — | — | |
| DAGMA2026.05 | 17 | — | — | 57.7 | — | — | |
| TTT-SCLinitialization=random2026.05 | 16.66 | — | — | — | 72.5 | 53.91 | |
| PC2026.05 | 16.43 | — | — | — | 84.75 | 6.89 | |
| NOTEARS2024.10 | 16.4 | 33.9 | 192.8 | — | — | — | |
| GOLEM2024.10 | 16.3 | 43.7 | 177.4 | — | — | — | |
| GOLEM2026.05 | 16 | — | — | 65 | — | — | |
| DAGuerreotype2024.10 | 12.5 | 87.9 | 157.7 | — | — | — | |
| VI-DP-DAG2024.10 | 6.9 | 182.6 | 144.3 | — | — | — | |
| GES2026.05 | 1.42 | — | — | — | 65.5 | 4.79 | |
| NOTEARS2026.05 | 0 | — | — | — | 94.75 | 5 |