Tabular Data Utility on Adult (test)
0.927AUCReal
Evaluation results
| Method | Links | |
|---|---|---|
| RealModel Category=Oracle, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.927 | |
| RTFModel Category=Autoregressive Models, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.925 | |
| GReaTModel Category=LLM-Finetuned, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.913 | |
| TabDDPMModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.911 | |
| TabSynModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.904 | |
| STaSyModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.903 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Backbone=GPT-4o-mini, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.894 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Backbone=GPT-4o, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.892 | |
| CLLMModel Category=LLM-Prompt-Only, Backbone=GPT-4o, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.891 | |
| CLLMModel Category=LLM-Prompt-Only, Backbone=GPT-4o-mini, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.879 | |
| CTGANModel Category=GAN-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.874 | |
| TabMTModel Category=Autoregressive Models, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.873 | |
| TVAEModel Category=VAE-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.846 | |
| CoDiModel Category=Diffusion-based, Evaluation Protocol=TSTR (XGBoost)2025.02 | 0.829 | |
| PATE-TabTransGANprivacy_budget_epsilon=3, privacy_budget_delta=10-5, protocol=TSTR2026.05 | 0.6487 | |
| DP-GANprivacy_budget_epsilon=3, privacy_budget_delta=10-5, protocol=TSTR2026.05 | 0.5189 | |
| DP-CTGANprivacy_budget_epsilon=3, privacy_budget_delta=10-5, protocol=TSTR2026.05 | 0.5097 | |
| PATE-GANprivacy_budget_epsilon=3, privacy_budget_delta=10-5, protocol=TSTR2026.05 | 0.5008 |