Marginal Distribution Alignment on News
1.72Error RateTABSYN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TABSYNreproduction=true2026.05 | 1.72 | 1 | |
| COPULADIFFMethod=COPULADIFF2026.05 | 2.44 | 1.42 | |
| TABKDEMethod=TABKDE2026.05 | 2.52 | 1.47 | |
| RANDCORETABKDEMethod=RANDCORETABKDE2026.05 | 2.59 | 1.51 | |
| CORETABKDEMethod=CORETABKDE2026.05 | 2.87 | 1.67 | |
| VAETABKDEMethod=VAETABKDE2026.05 | 4.45 | 2.59 | |
| SMOTEreproduction=true2026.05 | 5.47 | 3.18 | |
| TABKDEvariant=keep the seed2026.05 | 5.75 | 3.34 | |
| STaSyMethod=STaSy2026.05 | 6.89 | 4.01 | |
| SIMPLE-KDEMethod=SIMPLE-KDE2026.05 | 7.36 | 4.28 | |
| TABKDEvariant=change the seed2026.05 | 8.18 | 4.76 | |
| VAESIMPLEKDEMethod=VAESIMPLEKDE2026.05 | 10.03 | 5.83 | |
| CTGANMethod=CTGAN2026.05 | 16.09 | 9.35 | |
| TVAEMethod=TVAE2026.05 | 16.62 | 9.66 | |
| PGE-TABSYNMethod=PGE-TABSYN2026.05 | 18.65 | 10.84 | |
| GOGGLEMethod=GOGGLE2026.05 | 25.32 | 14.72 | |
| CoDiMethod=CoDi2026.05 | 32.27 | 18.78 | |
| TabDDPMMethod=TabDDPM2026.05 | 78.75 | 45.83 |