DAG Recovery on Non-Linear ANMs N=5000
0.6SHDSSTS (Vanilla, Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSTS (Vanilla, Ours)Dim=d = 202026.04 | 0.6 | 100 | 5.21 | |
| SSTS (Sparse, Ours)Dim=d = 502026.04 | 2.6 | 97 | 6.49 | |
| Scalable SCORE (DAS)Dim=d = 202026.04 | 3.2 | 95 | 38.76 | |
| Scalable SCORE (DAS)Dim=d = 1002026.04 | 10.4 | 96 | 44.48 | |
| Scalable SCORE (DAS)Dim=d = 502026.04 | 17.8 | 93 | 40.1 | |
| NOTEARS (Continuous)Dim=d = 202026.04 | 28.2 | 40 | 103.89 | |
| DAGMA (Continuous)Dim=d = 202026.04 | 30 | 35 | 1,984.96 | |
| SSTS (Sparse, Ours)Dim=d = 1002026.04 | 64.6 | 80 | 10.26 | |
| DAGMA (Continuous)Dim=d = 502026.04 | 93 | 38 | 2,727.55 | |
| NOTEARS (Continuous)Dim=d = 502026.04 | 94.8 | 40 | 269.96 |