Marginal Distribution Alignment on Magic
0.71Error Rate (%)VAETABKDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VAETABKDEMethod=VAETABKDE2026.05 | 0.71 | 1 | |
| TABKDEMethod=TABKDE2026.05 | 0.78 | 1.1 | |
| COPULADIFFMethod=COPULADIFF2026.05 | 0.94 | 1.32 | |
| TABSYNreproduction=true2026.05 | 0.98 | 1.38 | |
| TabDDPMMethod=TabDDPM2026.05 | 1.01 | 1.42 | |
| RANDCORETABKDEMethod=RANDCORETABKDE2026.05 | 1.01 | 1.42 | |
| CORETABKDEMethod=CORETABKDE2026.05 | 1.08 | 1.52 | |
| PGE-TABSYNMethod=PGE-TABSYN2026.05 | 1.36 | 1.74 | |
| SMOTEreproduction=true2026.05 | 1.37 | 1.93 | |
| TABKDEvariant=keep the seed2026.05 | 1.6 | 2.25 | |
| GOGGLEMethod=GOGGLE2026.05 | 1.9 | 2.68 | |
| VAESIMPLEKDEMethod=VAESIMPLEKDE2026.05 | 3.12 | 4.39 | |
| SIMPLE-KDEMethod=SIMPLE-KDE2026.05 | 3.59 | 5.06 | |
| STaSyMethod=STaSy2026.05 | 6.29 | 8.86 | |
| TABKDEvariant=change the seed2026.05 | 6.41 | 9.03 | |
| TVAEMethod=TVAE2026.05 | 8.25 | 11.62 | |
| CTGANMethod=CTGAN2026.05 | 9.81 | 13.82 | |
| CoDiMethod=CoDi2026.05 | 11.56 | 16.28 | |
| GReaTMethod=GReaT2026.05 | 16.16 | 22.76 |