Marginal Distribution Alignment on Beijing
1.3Error RateTabDDPM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabDDPMMethod=TabDDPM2026.05 | 1.3 | 1 | |
| TABKDEMethod=TABKDE2026.05 | 1.37 | 1.05 | |
| RANDCORETABKDEMethod=RANDCORETABKDE2026.05 | 1.7 | 1.31 | |
| TABKDEvariant=keep the seed2026.05 | 1.82 | 1.4 | |
| SMOTEreproduction=true2026.05 | 2.1 | 1.62 | |
| COPULADIFFMethod=COPULADIFF2026.05 | 2.13 | 1.64 | |
| PGE-TABSYNMethod=PGE-TABSYN2026.05 | 2.65 | 2.39 | |
| TABSYNreproduction=true2026.05 | 2.79 | 2.15 | |
| CORETABKDEMethod=CORETABKDE2026.05 | 3.2 | 2.46 | |
| TABKDEvariant=change the seed2026.05 | 3.3 | 2.54 | |
| VAETABKDEMethod=VAETABKDE2026.05 | 4.94 | 3.8 | |
| STaSyMethod=STaSy2026.05 | 6.71 | 5.16 | |
| VAESIMPLEKDEMethod=VAESIMPLEKDE2026.05 | 7.12 | 5.48 | |
| GReaTMethod=GReaT2026.05 | 8.25 | 6.35 | |
| SIMPLE-KDEMethod=SIMPLE-KDE2026.05 | 10.32 | 7.94 | |
| GOGGLEMethod=GOGGLE2026.05 | 16.93 | 13.02 | |
| CoDiMethod=CoDi2026.05 | 16.94 | 13.03 | |
| TVAEMethod=TVAE2026.05 | 19.16 | 14.74 | |
| CTGANMethod=CTGAN2026.05 | 21.39 | 16.45 |