Tabular Data Synthesis on Magic (alpha-Precision, beta-Recall, C2ST)
0.3262C2STGOGGLE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GOGGLE2026.05 | 0.3262 | — | — | |
| GReaTModel Type=LLM-based2026.04 | 0.4326 | 85.46 | 34.91 | |
| GReaT2026.05 | 0.4326 | — | — | |
| CTGANModel Type=GAN-based2026.04 | 0.6728 | 86.9 | 11.75 | |
| CTGAN2026.05 | 0.6728 | — | — | |
| STaSy2026.05 | 0.6939 | — | — | |
| CoDi2026.05 | 0.7206 | — | — | |
| TVAEModel Type=GAN-based2026.04 | 0.7706 | 86.19 | 32.44 | |
| TVAE2026.05 | 0.7706 | — | — | |
| TABKDESeed=change the seed2026.05 | 0.8272 | — | — | |
| VAESIMPLEKDE2026.05 | 0.9665 | — | — | |
| TABKDESeed=keep the seed2026.05 | 0.9672 | — | — | |
| SIMPLE-KDE2026.05 | 0.9711 | — | — | |
| SMOTEReproduction Status=Our reproduction2026.05 | 0.9803 | — | — | |
| TabGRAAModel Type=LLM-based2026.04 | 0.9823 | 95.26 | 47.48 | |
| PGE-TABSYN2026.05 | 0.9859 | — | — | |
| CORETABKDE2026.05 | 0.9864 | — | — | |
| TABSYNReproduction Status=Our reproduction2026.05 | 0.9893 | — | — | |
| COPULADIFF2026.05 | 0.9914 | — | — | |
| RANDCORETABKDE2026.05 | 0.9921 | — | — | |
| TabSynModel Type=Diffusion-based2026.04 | 0.996 | 99.42 | 48.03 | |
| VAETABKDE2026.05 | 0.9984 | — | — | |
| TabDiffModel Type=Diffusion-based2026.04 | 0.9989 | 99.42 | 48.01 | |
| TabDDPMModel Type=Diffusion-based2026.04 | 0.9998 | 98.59 | 48.46 | |
| TabDDPM2026.05 | 0.9998 | — | — | |
| TABKDE2026.05 | 1 | — | — |