Marginal Distribution Alignment on Default
1.14Error RateTABSYN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TABSYNreproduction=true2026.05 | 1.14 | 1 | |
| COPULADIFFMethod=COPULADIFF2026.05 | 1.47 | 1.29 | |
| TABKDEMethod=TABKDE2026.05 | 1.55 | 1.36 | |
| TabDDPMMethod=TabDDPM2026.05 | 1.57 | 1.38 | |
| SMOTEreproduction=true2026.05 | 1.7 | 1.49 | |
| RANDCORETABKDEMethod=RANDCORETABKDE2026.05 | 1.76 | 1.54 | |
| TABKDEvariant=keep the seed2026.05 | 2.32 | 2.04 | |
| CORETABKDEMethod=CORETABKDE2026.05 | 3.29 | 2.89 | |
| SIMPLE-KDEMethod=SIMPLE-KDE2026.05 | 3.33 | 2.92 | |
| STaSyMethod=STaSy2026.05 | 5.77 | 5.06 | |
| VAETABKDEMethod=VAETABKDE2026.05 | 5.84 | 5.12 | |
| TABKDEvariant=change the seed2026.05 | 6.05 | 5.31 | |
| PGE-TABSYNMethod=PGE-TABSYN2026.05 | 7.66 | 6.72 | |
| VAESIMPLEKDEMethod=VAESIMPLEKDE2026.05 | 7.72 | 6.77 | |
| TVAEMethod=TVAE2026.05 | 10.17 | 8.92 | |
| CoDiMethod=CoDi2026.05 | 15.77 | 13.82 | |
| CTGANMethod=CTGAN2026.05 | 16.83 | 14.76 | |
| GOGGLEMethod=GOGGLE2026.05 | 17.02 | 14.93 | |
| GReaTMethod=GReaT2026.05 | 19.94 | 17.49 |