DAG Learning on Synthetic DAGs (100 nodes, 400 edges) v1
60SHDSparseRC
Evaluation Results
| Method | Links | |
|---|---|---|
| SparseRCHyperparameter Setup=Default settings2023.05 | 60 | |
| Varsort.Hyperparameter Setup=Default settings2023.05 | 95 | |
| SparseRCDistribution=Gumbel2023.05 | 140 | |
| SparseRCGraph type=Scale-free2023.05 | 220 | |
| NOTEARSGraph type=Scale-free2023.05 | 2,800 | |
| GOLEMDense root causes p=0.52023.05 | 2,900 | |
| GOLEMGraph type=Scale-free2023.05 | 3,400 | |
| SparseRCEdges / Vertices=102023.05 | 4,600 | |
| NOTEARSHyperparameter Setup=Default settings2023.05 | 5,900 | |
| NOTEARSDistribution=Gumbel2023.05 | 5,900 | |
| GOLEMHyperparameter Setup=Default settings2023.05 | 8,200 | |
| DAGMADense root causes p=0.52023.05 | 8,300 | |
| GOLEMDistribution=Gumbel2023.05 | 8,700 | |
| NOTEARSWeights in A=(0.5, 2)2023.05 | 9,200 | |
| GOLEMWeights in A=(0.5, 2)2023.05 | 9,600 | |
| GOLEMDeviation sigma=0.12023.05 | 9,800 | |
| NOTEARSDense root causes p=0.52023.05 | 12,600 | |
| DirectLiNGAMGraph type=Scale-free2023.05 | 18,800 | |
| NOTEARSDeviation sigma=0.12023.05 | 19,900 | |
| DAGMAWeights in A=(0.5, 2)2023.05 | 20,900 | |
| GOLEMEdges / Vertices=102023.05 | 21,200 | |
| DAGMADeviation sigma=0.12023.05 | 23,800 | |
| NOTEARSEdges / Vertices=102023.05 | 24,300 | |
| PCDense root causes p=0.52023.05 | 24,400 | |
| PCHyperparameter Setup=Default settings2023.05 | 24,700 | |
| PCStandardization=Yes2023.05 | 24,700 | |
| PCDistribution=Gumbel2023.05 | 25,000 | |
| PCDeviation sigma=0.12023.05 | 25,500 | |
| DirectLiNGAMDense root causes p=0.52023.05 | 25,700 | |
| DAGMAHyperparameter Setup=Default settings2023.05 | 26,900 | |
| PCGraph type=Scale-free2023.05 | 27,500 | |
| DAGMADistribution=Gumbel2023.05 | 27,800 | |
| DirectLiNGAMStandardization=Yes2023.05 | 27,800 | |
| DirectLiNGAMHyperparameter Setup=Default settings2023.05 | 28,200 | |
| DirectLiNGAMDistribution=Gumbel2023.05 | 28,700 | |
| DAGMAGraph type=Scale-free2023.05 | 29,600 | |
| DAGMASamples n=1002023.05 | 32,800 | |
| PCSamples n=1002023.05 | 35,100 | |
| GESGraph type=Scale-free2023.05 | 37,500 | |
| PCFixed support=Yes2023.05 | 37,900 | |
| GESDistribution=Gumbel2023.05 | 39,600 | |
| PCWeights in A=(0.5, 2)2023.05 | 40,000 | |
| SparseRCDeviation sigma=0.12023.05 | 50,400 | |
| DirectLiNGAMDeviation sigma=0.12023.05 | 53,800 | |
| SparseRCStandardization=Yes2023.05 | 62,400 | |
| DirectLiNGAMWeights in A=(0.5, 2)2023.05 | 84,000 | |
| DAGMAEdges / Vertices=102023.05 | 89,600 | |
| PCEdges / Vertices=102023.05 | 97,300 | |
| DirectLiNGAMEdges / Vertices=102023.05 | 107,800 | |
| SparseRCDense root causes p=0.52023.05 | 122,100 | |
| SparseRCSamples n=1002023.05 | 206,300 |