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ResearchFormerly WizWand

Marginal Distribution Alignment on Default

1.14Error RateTABSYN
0.3885.46410.5415.616May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TABSYNreproduction=true2026.051.141
COPULADIFFMethod=COPULADIFF2026.051.471.29
TABKDEMethod=TABKDE2026.051.551.36
TabDDPMMethod=TabDDPM2026.051.571.38
SMOTEreproduction=true2026.051.71.49
RANDCORETABKDEMethod=RANDCORETABKDE2026.051.761.54
TABKDEvariant=keep the seed2026.052.322.04
CORETABKDEMethod=CORETABKDE2026.053.292.89
SIMPLE-KDEMethod=SIMPLE-KDE2026.053.332.92
STaSyMethod=STaSy2026.055.775.06
VAETABKDEMethod=VAETABKDE2026.055.845.12
TABKDEvariant=change the seed2026.056.055.31
PGE-TABSYNMethod=PGE-TABSYN2026.057.666.72
VAESIMPLEKDEMethod=VAESIMPLEKDE2026.057.726.77
TVAEMethod=TVAE2026.0510.178.92
CoDiMethod=CoDi2026.0515.7713.82
CTGANMethod=CTGAN2026.0516.8314.76
GOGGLEMethod=GOGGLE2026.0517.0214.93
GReaTMethod=GReaT2026.0519.9417.49