Tabular Data Augmentation on 14 Datasets
79.8XGBoost ScoreDiffICL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiffICLAugmentation=Real + Synthetic2026.05 | 79.8 | 77.1 | 79.6 | 78.8 | |
| Real DataAugmentation=None (Real Only)2026.05 | 76.9 | 76.9 | 76.8 | 75.6 | |
| TabSYNAugmentation=Real + Synthetic2026.05 | 76 | 75.7 | 75.7 | 73.4 | |
| CTABGAN+Augmentation=Real + Synthetic2026.05 | 75.9 | 75.2 | 75.8 | 73.5 | |
| TVAEAugmentation=Real + Synthetic2026.05 | 75.8 | 75.7 | 75.2 | 74.7 | |
| tabDDPMAugmentation=Real + Synthetic2026.05 | 75.7 | 75.3 | 75.3 | 73.8 | |
| TabDiffAugmentation=Real + Synthetic2026.05 | 75.3 | 74.7 | 74 | 72.1 | |
| CTGANAugmentation=Real + Synthetic2026.05 | 73.5 | 72.8 | 71.9 | 70.7 |