Structure learning on Extended Synthetic Experiment 24 datasets
69.8Adjacency RecallVISL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VISL2021.10 | 69.8 | 58.8 | 63.5 | 41.7 | 31.4 | 35.9 | 61.5 | |
| MMHC2021.10 | 61.2 | 60.2 | 60.1 | 35.5 | 26.1 | 29.8 | 47.1 | |
| DAG-GNN2021.10 | 33.2 | 41.3 | 35.4 | 26.2 | 33.6 | 28.5 | 25.7 | |
| Tabu2021.10 | 33.2 | 46.1 | 39 | 12.1 | 19.8 | 12.8 | 24 | |
| PC2021.10 | 31.2 | 50.8 | 38.1 | 12.3 | 20.2 | 13.6 | 21.1 | |
| GES2021.10 | 29.5 | 47.3 | 37.8 | 13.2 | 20 | 13.8 | 23.8 | |
| HillClimb2021.10 | 29.1 | 45.2 | 36.1 | 13.4 | 19.6 | 13 | 22.1 | |
| NOTEARSType=Non-linear2021.10 | 22.2 | 43.4 | 29.3 | 15.7 | 33.2 | 22.8 | 18.9 | |
| NOTEARSType=Linear2021.10 | 12.3 | 40.1 | 21.9 | 9.3 | 29.1 | 12.9 | 9 |