List your company
ResearchFormerly WizWand

DAG Learning on Synthetic DAG Data

101.8Runtime (s)SparseRC
-113,263.248651,950.8261,417,164.92,182,378.974May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SparseRCHyperparameter=Default settings2023.05101.8
SparseRCHyperparameter=Graph type, Change=Scale-free2023.05111.1
SparseRCHyperparameter=Standardization, Change=Yes2023.05111.9
SparseRCHyperparameter=Samples, Change=n = 1002023.05130.7
SparseRCHyperparameter=Edges / Vertices, Change=102023.05141
SparseRCHyperparameter=Fixed support, Change=Yes2023.05152
NOTEARSHyperparameter=Graph type, Change=Scale-free2023.051,807.2
GOLEMHyperparameter=Samples, Change=n = 1002023.051,949.6
NOTEARSHyperparameter=Nc, Nx distribution, Change=Gumbel2023.0525,148
GOLEMHyperparameter=Nc, Nx deviation, Change=σ = 0.12023.0530,963
NOTEARSHyperparameter=Dense root causes C, Change=p = 0.52023.0542,735
NOTEARSHyperparameter=Nc, Nx deviation, Change=σ = 0.12023.0543,353
NOTEARSHyperparameter=Edges / Vertices, Change=102023.0547,182
NOTEARSHyperparameter=Samples, Change=n = 1002023.0567,972
NOTEARSHyperparameter=Standardization, Change=Yes2023.0578,176
GOLEMHyperparameter=Standardization, Change=Yes2023.05326,145
GOLEMHyperparameter=Dense root causes C, Change=p = 0.52023.05334,121
GOLEMHyperparameter=Edges / Vertices, Change=102023.05347,121
GOLEMHyperparameter=Nc, Nx distribution, Change=Gumbel2023.05349,125
GOLEMHyperparameter=Fixed support, Change=Yes2023.05360,142
GOLEMHyperparameter=Larger weights in A, Change=(0.5, 2)2023.05431,177
GOLEMHyperparameter=Graph type, Change=Scale-free2023.05460,184
GOLEMHyperparameter=Default settings2023.05529,210
NOTEARSHyperparameter=Fixed support, Change=Yes2023.05669,386
NOTEARSHyperparameter=Default settings2023.05796,185
NOTEARSHyperparameter=Larger weights in A, Change=(0.5, 2)2023.052,834,228