Tabular Data Augmentation on 9 Datasets
74.6XGBoost ScoreDiffICL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiffICLAugmentation=Real + Synthetic2026.05 | 74.6 | 75 | 73.8 | 73 | |
| Real DataAugmentation=None (Real Only)2026.05 | 74.2 | 74.2 | 73.5 | 72.2 | |
| CTABGAN+Augmentation=Real + Synthetic2026.05 | 73 | 71.8 | 72.4 | 69.6 | |
| TabSYNAugmentation=Real + Synthetic2026.05 | 72.8 | 72.4 | 71.7 | 70.7 | |
| tabDDPMAugmentation=Real + Synthetic2026.05 | 72.6 | 72 | 71.1 | 69.2 | |
| TVAEAugmentation=Real + Synthetic2026.05 | 72.5 | 72 | 70.9 | 71 | |
| TabDiffAugmentation=Real + Synthetic2026.05 | 71.6 | 70.4 | 69.2 | 66.7 | |
| CTGANAugmentation=Real + Synthetic2026.05 | 70 | 69 | 66.9 | 66.5 | |
| GReaTAugmentation=Real + Synthetic2026.05 | 65.8 | 66.2 | 64.3 | 65 |