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ResearchFormerly WizWand

Causal Discovery on Synthetic DAGs

1TPRSparseRC
0.72960.79980.870.9402May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SparseRCHyperparameter variation=Default settings2023.051
SparseRCNc, N distribution=Gumbel2023.051
DirectLiNGAMLarger weights in A=(0.5, 2)2023.051
LINGAMLarger weights in A=(0.5, 2)2023.051
SparseRCHyperparameter=Default settings2023.051
SparseRCHyperparameter=Nc, N distribution, Change=Gumbel2023.051
DirectLiNGAMHyperparameter=Larger weights in A, Change=(0.5, 2)2023.051
DirectLiNGAMHyperparameter variation=Default settings2023.050.99
LINGAMHyperparameter variation=Default settings2023.050.99
SparseRCGraph type=Scale-free2023.050.99
DirectLiNGAMGraph type=Scale-free2023.050.99
LINGAMGraph type=Scale-free2023.050.99
DirectLiNGAMNc, N distribution=Gumbel2023.050.99
DirectLiNGAMEdges / Vertices=102023.050.99
DirectLiNGAMStandardization=Yes2023.050.99
DirectLiNGAMDense root causes C=p = 0.52023.050.99
DirectLiNGAMHyperparameter=Default settings2023.050.99
SparseRCHyperparameter=Graph type, Change=Scale-free2023.050.99
DirectLiNGAMHyperparameter=Graph type, Change=Scale-free2023.050.99
DirectLiNGAMHyperparameter=Nc, N distribution, Change=Gumbel2023.050.99
DirectLiNGAMHyperparameter=Edges / Vertices, Change=102023.050.99
DirectLiNGAMHyperparameter=Standardization, Change=Yes2023.050.99
DirectLiNGAMHyperparameter=Dense root causes C, Change=p = 0.52023.050.99
SparseRCEdges / Vertices=102023.050.98
LINGAMEdges / Vertices=102023.050.98
SparseRCHyperparameter=Edges / Vertices, Change=102023.050.98
DirectLiNGAMNc, N deviation=sigma = 0.12023.050.97
DirectLiNGAMHyperparameter=Nc, N deviation, Change=σ = 0.12023.050.97
sortnregressGraph type=Scale-free2023.050.96
GOLEMGraph type=Scale-free2023.050.95
NOTEARSGraph type=Scale-free2023.050.95
GOLEMHyperparameter=Graph type, Change=Scale-free2023.050.95
NOTEARSHyperparameter=Graph type, Change=Scale-free2023.050.95
LINGAMNc, N distribution=Gumbel2023.050.94
LINGAMStandardization=Yes2023.050.94
sortnregressLarger weights in A=(0.5, 2)2023.050.94
GOLEMDense root causes C=p = 0.52023.050.94
GOLEMHyperparameter=Dense root causes C, Change=p = 0.52023.050.94
NOTEARSDense root causes C=p = 0.52023.050.93
NOTEARSHyperparameter=Dense root causes C, Change=p = 0.52023.050.93
NOTEARSHyperparameter variation=Default settings2023.050.92
NOTEARSNc, N distribution=Gumbel2023.050.92
DAG-NoCurlLarger weights in A=(0.5, 2)2023.050.92
NOTEARSHyperparameter=Default settings2023.050.92
NOTEARSHyperparameter=Nc, N distribution, Change=Gumbel2023.050.92
NOTEARSEdges / Vertices=102023.050.9
sortnregressEdges / Vertices=102023.050.9
SparseRCSamples=n = 1002023.050.9
NOTEARSHyperparameter=Edges / Vertices, Change=102023.050.9
SparseRCHyperparameter=Samples, Change=n = 1002023.050.9
NOTEARSLarger weights in A=(0.5, 2)2023.050.89
NOTEARSHyperparameter=Larger weights in A, Change=(0.5, 2)2023.050.89
sortnregressNc, N distribution=Gumbel2023.050.88
SparseRCNc, N deviation=sigma = 0.12023.050.88
SparseRCDense root causes C=p = 0.52023.050.88
sortnregressDense root causes C=p = 0.52023.050.88
SparseRCHyperparameter=Nc, N deviation, Change=σ = 0.12023.050.88
SparseRCHyperparameter=Dense root causes C, Change=p = 0.52023.050.88
sortnregressHyperparameter variation=Default settings2023.050.87
NOTEARSNc, N deviation=sigma = 0.12023.050.86
NOTEARSHyperparameter=Nc, N deviation, Change=σ = 0.12023.050.86
GOLEMLarger weights in A=(0.5, 2)2023.050.85
GOLEMNc, N deviation=sigma = 0.12023.050.85
sortnregressNc, N deviation=sigma = 0.12023.050.85
GOLEMHyperparameter=Larger weights in A, Change=(0.5, 2)2023.050.85
GOLEMHyperparameter=Nc, N deviation, Change=σ = 0.12023.050.85
DAG-NoCurlHyperparameter variation=Default settings2023.050.84
GESGraph type=Scale-free2023.050.84
DAG-NoCurlEdges / Vertices=102023.050.84
SparseRCStandardization=Yes2023.050.84
DAG-NoCurlDense root causes C=p = 0.52023.050.84
GESHyperparameter=Graph type, Change=Scale-free2023.050.84
SparseRCHyperparameter=Standardization, Change=Yes2023.050.84
fGESDense root causes C=p = 0.52023.050.83
GOLEMHyperparameter variation=Default settings2023.050.82
GOLEMNc, N distribution=Gumbel2023.050.82
DAG-NoCurlNc, N distribution=Gumbel2023.050.82
fGESNc, N distribution=Gumbel2023.050.82
GOLEMHyperparameter=Default settings2023.050.82
GOLEMHyperparameter=Nc, N distribution, Change=Gumbel2023.050.82
GESNc, N distribution=Gumbel2023.050.81
SparseRCFixed support=Yes2023.050.81
GESHyperparameter=Nc, N distribution, Change=Gumbel2023.050.81
SparseRCHyperparameter=Fixed support, Change=Yes2023.050.81
fGESHyperparameter variation=Default settings2023.050.8
DAG-NoCurlGraph type=Scale-free2023.050.8
GOLEMEdges / Vertices=102023.050.8
fGESStandardization=Yes2023.050.8
GESDense root causes C=p = 0.52023.050.8
GOLEMHyperparameter=Edges / Vertices, Change=102023.050.8
GESHyperparameter=Dense root causes C, Change=p = 0.52023.050.8
GESStandardization=Yes2023.050.78
DAG-NoCurlNc, N deviation=sigma = 0.12023.050.78
GESHyperparameter=Standardization, Change=Yes2023.050.78
fGESGraph type=Scale-free2023.050.76
DAG-NoCurlSamples=n = 1002023.050.76
fGESNc, N deviation=sigma = 0.12023.050.76
NOTEARSSamples=n = 1002023.050.75
NOTEARSHyperparameter=Samples, Change=n = 1002023.050.75
fGESLarger weights in A=(0.5, 2)2023.050.74