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ResearchFormerly WizWand

DAG Learning on Synthetic DAGs (100 nodes, 400 edges) v1

60SHDSparseRC
-8,189.647,495.2103,180158,864.8May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SparseRCHyperparameter Setup=Default settings2023.0560
Varsort.Hyperparameter Setup=Default settings2023.0595
SparseRCDistribution=Gumbel2023.05140
SparseRCGraph type=Scale-free2023.05220
NOTEARSGraph type=Scale-free2023.052,800
GOLEMDense root causes p=0.52023.052,900
GOLEMGraph type=Scale-free2023.053,400
SparseRCEdges / Vertices=102023.054,600
NOTEARSHyperparameter Setup=Default settings2023.055,900
NOTEARSDistribution=Gumbel2023.055,900
GOLEMHyperparameter Setup=Default settings2023.058,200
DAGMADense root causes p=0.52023.058,300
GOLEMDistribution=Gumbel2023.058,700
NOTEARSWeights in A=(0.5, 2)2023.059,200
GOLEMWeights in A=(0.5, 2)2023.059,600
GOLEMDeviation sigma=0.12023.059,800
NOTEARSDense root causes p=0.52023.0512,600
DirectLiNGAMGraph type=Scale-free2023.0518,800
NOTEARSDeviation sigma=0.12023.0519,900
DAGMAWeights in A=(0.5, 2)2023.0520,900
GOLEMEdges / Vertices=102023.0521,200
DAGMADeviation sigma=0.12023.0523,800
NOTEARSEdges / Vertices=102023.0524,300
PCDense root causes p=0.52023.0524,400
PCHyperparameter Setup=Default settings2023.0524,700
PCStandardization=Yes2023.0524,700
PCDistribution=Gumbel2023.0525,000
PCDeviation sigma=0.12023.0525,500
DirectLiNGAMDense root causes p=0.52023.0525,700
DAGMAHyperparameter Setup=Default settings2023.0526,900
PCGraph type=Scale-free2023.0527,500
DAGMADistribution=Gumbel2023.0527,800
DirectLiNGAMStandardization=Yes2023.0527,800
DirectLiNGAMHyperparameter Setup=Default settings2023.0528,200
DirectLiNGAMDistribution=Gumbel2023.0528,700
DAGMAGraph type=Scale-free2023.0529,600
DAGMASamples n=1002023.0532,800
PCSamples n=1002023.0535,100
GESGraph type=Scale-free2023.0537,500
PCFixed support=Yes2023.0537,900
GESDistribution=Gumbel2023.0539,600
PCWeights in A=(0.5, 2)2023.0540,000
SparseRCDeviation sigma=0.12023.0550,400
DirectLiNGAMDeviation sigma=0.12023.0553,800
SparseRCStandardization=Yes2023.0562,400
DirectLiNGAMWeights in A=(0.5, 2)2023.0584,000
DAGMAEdges / Vertices=102023.0589,600
PCEdges / Vertices=102023.0597,300
DirectLiNGAMEdges / Vertices=102023.05107,800
SparseRCDense root causes p=0.52023.05122,100
SparseRCSamples n=1002023.05206,300