Tabular Data Synthesis on News (Correlation Error & Ratio Metrics)
1.34Pairwise Correlation Alignment ErrorTABSYN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TABSYNreproduction=true2026.05 | 1.34 | 1 | |
| SMOTEreproduction=true2026.05 | 1.67 | 1.25 | |
| COPULADIFF2026.05 | 2.1 | 1.57 | |
| RANDCORETABKDE2026.05 | 2.61 | 1.95 | |
| CORETABKDE2026.05 | 2.82 | 2.1 | |
| TABKDE2026.05 | 2.83 | 2.11 | |
| SIMPLE-KDE2026.05 | 2.96 | 2.21 | |
| STaSy2026.05 | 3.07 | 2.29 | |
| TABKDEseed strategy=keep the seed2026.05 | 3.58 | 2.67 | |
| VAETABKDE2026.05 | 3.67 | 2.74 | |
| TABKDEseed strategy=change the seed2026.05 | 3.88 | 2.9 | |
| VAESIMPLEKDE2026.05 | 4.05 | 3.02 | |
| PGE-TABSYN2026.05 | 4.6 | 3.42 | |
| CTGAN2026.05 | 5.37 | 4.01 | |
| TVAE2026.05 | 6.17 | 4.6 | |
| CoDi2026.05 | 11.1 | 8.28 | |
| TabDDPM2026.05 | 13.16 | 9.82 | |
| GOGGLE2026.05 | 23.19 | 17.31 |