Marginal Distribution Alignment on Shoppers
1.23Error Rate (%)TABSYN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TABSYNreproduction=true2026.05 | 1.23 | 1 | |
| TABKDEMethod=TABKDE2026.05 | 2.44 | 1.98 | |
| COPULADIFFMethod=COPULADIFF2026.05 | 2.47 | 2.01 | |
| RANDCORETABKDEMethod=RANDCORETABKDE2026.05 | 2.54 | 2.07 | |
| TABKDEvariant=keep the seed2026.05 | 2.55 | 2.07 | |
| SMOTEreproduction=true2026.05 | 2.66 | 2.16 | |
| TabDDPMMethod=TabDDPM2026.05 | 2.72 | 2.21 | |
| SIMPLE-KDEMethod=SIMPLE-KDE2026.05 | 3.12 | 2.54 | |
| CORETABKDEMethod=CORETABKDE2026.05 | 3.23 | 2.63 | |
| TABKDEvariant=change the seed2026.05 | 4.59 | 3.73 | |
| VAETABKDEMethod=VAETABKDE2026.05 | 6.31 | 5.13 | |
| VAESIMPLEKDEMethod=VAESIMPLEKDE2026.05 | 6.78 | 5.51 | |
| STaSyMethod=STaSy2026.05 | 9.37 | 7.62 | |
| PGE-TABSYNMethod=PGE-TABSYN2026.05 | 12.98 | 10.55 | |
| GReaTMethod=GReaT2026.05 | 14.51 | 11.8 | |
| CTGANMethod=CTGAN2026.05 | 21.15 | 17.2 | |
| GOGGLEMethod=GOGGLE2026.05 | 22.33 | 18.15 | |
| TVAEMethod=TVAE2026.05 | 24.51 | 19.93 | |
| CoDiMethod=CoDi2026.05 | 31.84 | 25.89 |