Tabular Data Synthesis on Beijing (Pairwise Correlation Alignment Error)
2.71Pairwise Correlation Alignment ErrorTabDDPM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TabDDPM2026.05 | 2.71 | 1 | |
| SMOTEreproduction=true2026.05 | 3.3 | 1.22 | |
| PGE-TABSYN2026.05 | 3.49 | 1.29 | |
| TABKDE2026.05 | 3.74 | 1.38 | |
| TABKDEseed strategy=keep the seed2026.05 | 3.85 | 1.42 | |
| RANDCORETABKDE2026.05 | 4.05 | 1.49 | |
| COPULADIFF2026.05 | 4.5 | 1.66 | |
| TABSYNreproduction=true2026.05 | 4.7 | 1.73 | |
| SIMPLE-KDE2026.05 | 4.72 | 1.74 | |
| TABKDEseed strategy=change the seed2026.05 | 5.32 | 1.96 | |
| CORETABKDE2026.05 | 5.86 | 2.16 | |
| CoDi2026.05 | 7.07 | 2.61 | |
| STaSy2026.05 | 8 | 2.96 | |
| VAETABKDE2026.05 | 9.87 | 3.64 | |
| VAESIMPLEKDE2026.05 | 11.51 | 4.25 | |
| TVAE2026.05 | 18.01 | 6.65 | |
| CTGAN2026.05 | 22.95 | 8.47 | |
| GOGGLE2026.05 | 45.94 | 16.95 | |
| GReaT2026.05 | 59.6 | 21.99 |