DAG Learning on Synthetic Large DAGs
21Runtime (s)SparseRC
Evaluation Results
| Method | Links | |
|---|---|---|
| SparseRCNodes d=200, Samples n=5002023.05 | 21 | |
| SparseRCNodes d=500, Samples n=10002023.05 | 204 | |
| GOLEMNodes d=200, Samples n=5002023.05 | 600 | |
| NOTEARSNodes d=200, Samples n=5002023.05 | 1,061 | |
| SparseRCNodes d=1000, Samples n=50002023.05 | 1,085 | |
| GOLEMNodes d=500, Samples n=10002023.05 | 5,428 | |
| NOTEARSNodes d=500, Samples n=10002023.05 | 5,789 | |
| SparseRCNodes d=2000, Samples n=100002023.05 | 7,141 | |
| NOTEARSNodes d=1000, Samples n=50002023.05 | 10,101 | |
| SparseRCNodes d=3000, Samples n=100002023.05 | 19,660 | |
| GOLEMNodes d=1000, Samples n=50002023.05 | 37,290 | |
| NOTEARSNodes d=2000, Samples n=100002023.05 | 46,213 |