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ResearchFormerly WizWand

Tabular Data Generation on IBM

3.58Marginal Alignment ErrorTABKDE
3.04366.664310.28513.9057May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TABKDEReduced Modeling=yes2026.053.5825.29
COPULADIFFReduced Modeling=yes2026.053.5922.59
TABKDECPU time=7 m, GPU time=40 s2026.054.3627.56
TABKDEReduced Modeling=no, Seed strategy=keep the seed2026.054.6338.54
TABKDEReduced Modeling=yes, Seed strategy=keep the seed2026.054.6336.19
CORETABKDEReduced Modeling=yes2026.055.2523.93
TABKDEReduced Modeling=no2026.055.3627.56
TABKDEReduced Modeling=yes, Seed strategy=change the seed2026.056.0824.69
COPULADIFFReduced Modeling=no2026.056.8129.42
COPULADIFFCPU time=15 h2026.056.8129.42
TABKDEReduced Modeling=no, Seed strategy=change the seed2026.057.2634.42
PGE-TABSYNReduced Modeling=no2026.059.2930.53
TABSYNReduced Modeling=no2026.0516.9940.42
TABSYNCPU time=OOM, GPU time=3.5 h2026.0516.9940.42