Tabular Data Generation on 6 Standard Datasets (Adult, Default, Shoppers, Magic, Beijing, News)
99.19Adult ScoreTABSYN
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TABSYNreproduction=true2026.05 | 99.19 | 98.79 | 97.57 | 99.69 | 98.85 | 97.04 | 98.52 | 1 | |
| VAETABKDE2026.05 | 98.39 | 91.71 | 97.36 | 98.5 | 93.29 | 84.86 | 94.02 | 7 | |
| TVAE2026.05 | 98.17 | 85.57 | 58.19 | 86.19 | 97.2 | 86.41 | 85.29 | 10 | |
| SIMPLE-KDE2026.05 | 98.1 | 93.88 | 98.84 | 90.13 | 96.41 | 29.25 | 84.44 | 11 | |
| COPULADIFF2026.05 | 98.09 | 98.99 | 95.43 | 98.43 | 97.33 | 93.98 | 97.04 | 2 | |
| CORETABKDE2026.05 | 98.01 | 89.44 | 90.27 | 99.12 | 95.7 | 94.96 | 94.58 | 5 | |
| TabDDPM2026.05 | 96.36 | 97.59 | 88.55 | 98.59 | 97.93 | 0 | 79.83 | 14 | |
| RANDCORETABKDE2026.05 | 95.67 | 4.62 | 91.64 | 98.68 | 98.11 | 96.68 | 95.9 | 3 | |
| TABKDE2026.05 | 94.46 | 94.45 | 92.18 | 98.98 | 97.47 | 97.48 | 95.83 | 4 | |
| SMOTEreproduction=true2026.05 | 92.83 | 98.4 | 92.6 | 96.76 | 98.64 | 87.93 | 94.52 | 6 | |
| VAESIMPLEKDE2026.05 | 88.21 | 80.9 | 82.46 | 7.03 | 75.56 | 19.29 | 72.24 | 16 | |
| STaSy2026.05 | 82.87 | 90.48 | 89.65 | 86.56 | 89.16 | 94.76 | 88.91 | 8 | |
| CTGAN2026.05 | 77.74 | 62.08 | 76.97 | 86.9 | 96.27 | 96.96 | 82.82 | 12 | |
| CoDi2026.05 | 77.58 | 82.38 | 94.95 | 85.01 | 98.13 | 87.15 | 87.03 | 9 | |
| GReaT2026.05 | 55.79 | 85.9 | 78.88 | 85.46 | 98.32 | — | 80.87 | 13 | |
| GOGGLE2026.05 | 50.68 | 68.89 | 86.95 | 90.88 | 88.81 | 86.41 | 78.77 | 15 |