Tabular Data Generation on IBM
3.58Marginal Alignment ErrorTABKDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TABKDEReduced Modeling=yes2026.05 | 3.58 | 25.29 | |
| COPULADIFFReduced Modeling=yes2026.05 | 3.59 | 22.59 | |
| TABKDECPU time=7 m, GPU time=40 s2026.05 | 4.36 | 27.56 | |
| TABKDEReduced Modeling=no, Seed strategy=keep the seed2026.05 | 4.63 | 38.54 | |
| TABKDEReduced Modeling=yes, Seed strategy=keep the seed2026.05 | 4.63 | 36.19 | |
| CORETABKDEReduced Modeling=yes2026.05 | 5.25 | 23.93 | |
| TABKDEReduced Modeling=no2026.05 | 5.36 | 27.56 | |
| TABKDEReduced Modeling=yes, Seed strategy=change the seed2026.05 | 6.08 | 24.69 | |
| COPULADIFFReduced Modeling=no2026.05 | 6.81 | 29.42 | |
| COPULADIFFCPU time=15 h2026.05 | 6.81 | 29.42 | |
| TABKDEReduced Modeling=no, Seed strategy=change the seed2026.05 | 7.26 | 34.42 | |
| PGE-TABSYNReduced Modeling=no2026.05 | 9.29 | 30.53 | |
| TABSYNReduced Modeling=no2026.05 | 16.99 | 40.42 | |
| TABSYNCPU time=OOM, GPU time=3.5 h2026.05 | 16.99 | 40.42 |