Marginal Distribution Alignment on Adult
0.64Error RateTABSYN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TABSYNreproduction=true2026.05 | 0.64 | 1 | |
| TABKDEvariant=keep the seed2026.05 | 1.45 | 2.27 | |
| TABKDEMethod=TABKDE2026.05 | 1.56 | 2.44 | |
| RANDCORETABKDEMethod=RANDCORETABKDE2026.05 | 1.61 | 2.52 | |
| SMOTEreproduction=true2026.05 | 1.63 | 2.55 | |
| TabDDPMMethod=TabDDPM2026.05 | 1.75 | 2.73 | |
| SIMPLE-KDEMethod=SIMPLE-KDE2026.05 | 1.92 | 3 | |
| COPULADIFFMethod=COPULADIFF2026.05 | 2.01 | 3.14 | |
| TABKDEvariant=change the seed2026.05 | 2.61 | 4.08 | |
| VAESIMPLEKDEMethod=VAESIMPLEKDE2026.05 | 3.23 | 5.05 | |
| CORETABKDEMethod=CORETABKDE2026.05 | 3.63 | 5.67 | |
| VAETABKDEMethod=VAETABKDE2026.05 | 3.8 | 5.94 | |
| PGE-TABSYNMethod=PGE-TABSYN2026.05 | 11.21 | 17.51 | |
| STaSyMethod=STaSy2026.05 | 11.29 | 17.64 | |
| GReaTMethod=GReaT2026.05 | 12.12 | 18.94 | |
| TVAEMethod=TVAE2026.05 | 14.22 | 22.22 | |
| CTGANMethod=CTGAN2026.05 | 16.84 | 26.31 | |
| GOGGLEMethod=GOGGLE2026.05 | 16.97 | 26.52 | |
| CoDiMethod=CoDi2026.05 | 21.38 | 33.41 |