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ResearchFormerly WizWand

Marginal Distribution Alignment on Magic

0.71Error Rate (%)VAETABKDE
0.0924.26358.43512.6065May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VAETABKDEMethod=VAETABKDE2026.050.711
TABKDEMethod=TABKDE2026.050.781.1
COPULADIFFMethod=COPULADIFF2026.050.941.32
TABSYNreproduction=true2026.050.981.38
TabDDPMMethod=TabDDPM2026.051.011.42
RANDCORETABKDEMethod=RANDCORETABKDE2026.051.011.42
CORETABKDEMethod=CORETABKDE2026.051.081.52
PGE-TABSYNMethod=PGE-TABSYN2026.051.361.74
SMOTEreproduction=true2026.051.371.93
TABKDEvariant=keep the seed2026.051.62.25
GOGGLEMethod=GOGGLE2026.051.92.68
VAESIMPLEKDEMethod=VAESIMPLEKDE2026.053.124.39
SIMPLE-KDEMethod=SIMPLE-KDE2026.053.595.06
STaSyMethod=STaSy2026.056.298.86
TABKDEvariant=change the seed2026.056.419.03
TVAEMethod=TVAE2026.058.2511.62
CTGANMethod=CTGAN2026.059.8113.82
CoDiMethod=CoDi2026.0511.5616.28
GReaTMethod=GReaT2026.0516.1622.76