Synthetic Tabular Data Generation on Purchasing
99.11Density EstimationSMOTE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SMOTEModel Category=Interpolation-based2025.03 | 99.11 | 98.83 | 98.01 | 93.19 | 62.79 | |
| TabSynModel Category=Latent Space-based2025.03 | 98.61 | 98.63 | 96.73 | 91.85 | 15.3 | |
| TabSynArchitecture Category=Latent Space-based2026.05 | 98.61 | 98.63 | 96.73 | 91.85 | 15.3 | |
| LLM-TabFlowModel Category=Ours2025.03 | 98.14 | 92.34 | 97.29 | 93.92 | 17.32 | |
| TabKGArchitecture Category=Ours2026.05 | 98.14 | 92.34 | 97.29 | 93.92 | 17.32 | |
| GReaTModel Category=PLM-based2025.03 | 92.72 | 74.18 | 88 | 88.72 | 36.16 | |
| GReaTArchitecture Category=LLM-based2026.05 | 92.72 | 74.18 | 88 | 88.72 | 36.16 | |
| CTGANModel Category=Latent Space-based2025.03 | 86.36 | 82.25 | 73.67 | 75.87 | 4.23 | |
| CTGANArchitecture Category=Latent Space-based2026.05 | 86.36 | 82.25 | 73.67 | 75.87 | 4.23 | |
| TabDDPMModel Category=Latent Space-based2025.03 | 48.01 | 51 | 4.16 | 97.49 | 0.03 | |
| TabDDPMArchitecture Category=Latent Space-based2026.05 | 48.01 | 51 | 4.16 | 97.49 | 0.03 |