Tabular Data Synthesis on Big Benchmark 11 datasets (aggregated)
6ShapeCTGAN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CTGAN2026.03 | 6 | 5.273 | 6.455 | 5.636 | 6.091 | 6.182 | 2.727 | 3.273 | 2.364 | |
| TVAE2026.03 | 6 | 4.909 | 6.364 | 5.273 | 5.364 | 5.455 | 3 | 2.091 | 1.364 | |
| SMOTE2026.03 | 3.889 | 3.111 | 3.444 | 5.667 | 1.778 | 2.111 | 6.778 | — | 4.556 | |
| TabDDPM2026.03 | 3.889 | 4 | 3.667 | 3.889 | 3.333 | 4.333 | 3.222 | 4.778 | 7 | |
| ARF2026.03 | 3.818 | 6.364 | 4.727 | 2.636 | 4.545 | 2.909 | 5.727 | 3.818 | 6 | |
| TabSyn2026.03 | 2.364 | 1.818 | 2.364 | 2.364 | 2.727 | 3 | 2.818 | 5.818 | 4.909 | |
| XGenB-AR2026.03 | 1 | 1.364 | 1.818 | 1.818 | 2.636 | 2.727 | 3.091 | 1 | 3.455 |