Tabular Data Synthesis on Adult (Pairwise Correlation Error, Ratio Metric)
1.61Pairwise Correlation Alignment Error (%)TABSYN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TABSYNreproduction=true2026.05 | 1.61 | 1 | |
| TabDDPM2026.05 | 3.01 | 1.87 | |
| TABKDEseed strategy=keep the seed2026.05 | 3.51 | 2.18 | |
| RANDCORETABKDE2026.05 | 3.93 | 2.44 | |
| SMOTEreproduction=true2026.05 | 4.3 | 2.67 | |
| TABKDE2026.05 | 4.51 | 2.8 | |
| COPULADIFF2026.05 | 4.61 | 2.86 | |
| SIMPLE-KDE2026.05 | 4.64 | 2.88 | |
| TABKDEseed strategy=change the seed2026.05 | 5.16 | 3.2 | |
| CORETABKDE2026.05 | 6.3 | 3.91 | |
| PGE-TABSYN2026.05 | 7.14 | 4.43 | |
| VAETABKDE2026.05 | 7.23 | 4.49 | |
| VAESIMPLEKDE2026.05 | 9.86 | 6.12 | |
| TVAE2026.05 | 14.15 | 8.79 | |
| STaSy2026.05 | 14.51 | 9.01 | |
| GReaT2026.05 | 17.59 | 10.93 | |
| CTGAN2026.05 | 20.23 | 12.57 | |
| CoDi2026.05 | 22.49 | 13.98 | |
| GOGGLE2026.05 | 45.29 | 28.13 |