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Benchmarks
Tabular Data Augmentation on 14 Datasets
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79.8
XGBoost Score
DiffICL
73.248
74.949
76.65
78.351
May 6, 2026
XGBoost Score
CatBoost Score
Random Forest Score
MLP Score
Updated 27d ago
Evaluation Results
Method
Method
Links
XGBoost Score
CatBoost Score
Random Forest Score
MLP Score
DiffICL
Augmentation=Real + Sy...
2026.05
79.8
77.1
79.6
78.8
Real Data
Augmentation=None (Rea...
2026.05
76.9
76.9
76.8
75.6
TabSYN
Augmentation=Real + Sy...
2026.05
76
75.7
75.7
73.4
CTABGAN+
Augmentation=Real + Sy...
2026.05
75.9
75.2
75.8
73.5
TVAE
Augmentation=Real + Sy...
2026.05
75.8
75.7
75.2
74.7
tabDDPM
Augmentation=Real + Sy...
2026.05
75.7
75.3
75.3
73.8
TabDiff
Augmentation=Real + Sy...
2026.05
75.3
74.7
74
72.1
CTGAN
Augmentation=Real + Sy...
2026.05
73.5
72.8
71.9
70.7
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