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Benchmarks
Synthetic Data Generation on CICIoT Mirai 2023
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0
MMD
SMOTE
-0.0064
0.0368
0.08
0.1232
Jan 23, 2026
MMD
KL Divergence (Mean)
MI Error
Precision
Recall
NMED
Updated 4d ago
Evaluation Results
Method
Method
Links
MMD
KL Divergence (Mean)
MI Error
Precision
Recall
NMED
SMOTE
Augmentation ratio=100%
2026.01
0
0.02
95
100
100
0.28
GAN
Augmentation ratio=100%
2026.01
0.01
0.48
491
89
99
0.82
DM
Augmentation ratio=100%
2026.01
0.08
0.55
524
82
69
0.83
LDM
Augmentation ratio=100%
2026.01
0.08
0.61
501
99
75
1.96
VAE
Augmentation ratio=100%
2026.01
0.16
1.13
1,050
87
48
3.78
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