Classification on Purchasing
84.37AUCReal
Evaluation results
| Method | Links | |
|---|---|---|
| RealCategory=Real Dataset2025.03 | 84.37 | |
| RealMethod Category=Real Dataset, Evaluation Protocol=Train-on-Real, Test-on-Real, Downstream Classifier=XGBoost2026.05 | 84.37 | |
| SMOTECategory=Interpolation2025.03 | 83.96 | |
| LLM-TabFlowCategory=Ours2025.03 | 63.45 | |
| TabKGMethod Category=Ours, Evaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR), Downstream Classifier=XGBoost2026.05 | 63.45 | |
| TabSynCategory=Latent Space-based2025.03 | 62.26 | |
| TabSynMethod Category=Latent Space-based, Evaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR), Downstream Classifier=XGBoost2026.05 | 62.26 | |
| CTGANCategory=Latent Space-based2025.03 | 53.31 | |
| CTGANMethod Category=Latent Space-based, Evaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR), Downstream Classifier=XGBoost2026.05 | 53.31 | |
| GReaTCategory=PLM-based2025.03 | 50.06 | |
| GReaTMethod Category=LLM-based, Evaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR), Downstream Classifier=XGBoost2026.05 | 50.06 | |
| TabDDPMCategory=Latent Space-based2025.03 | 49.72 | |
| TabDDPMMethod Category=Latent Space-based, Evaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR), Downstream Classifier=XGBoost2026.05 | 49.72 |