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Benchmarks
Synthetic Data Generation on CICIoT MitM 2023
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0
MMD
SMOTE
-0.0204
0.1173
0.255
0.3927
Jan 23, 2026
MMD
Mean KL Divergence
MI Error
Precision
Recall
Nmed
Updated 4d ago
Evaluation Results
Method
Method
Links
MMD
Mean KL Divergence
MI Error
Precision
Recall
Nmed
SMOTE
Augmentation ratio=100%
2026.01
0
0.04
1.39
100
100
1.49
GAN
Augmentation ratio=100%
2026.01
0.01
0.55
5.16
100
100
1.98
DM
Augmentation ratio=100%
2026.01
0.02
0.62
4.17
100
100
1.66
LDM
Augmentation ratio=100%
2026.01
0.02
0.67
4.05
100
100
2.33
VAE
Augmentation ratio=100%
2026.01
0.51
1.18
9.16
100
100
3.23
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