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Benchmarks
Synthetic Data Generation on Sines (test)
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0.002
MMD
Augmented TimeGAN
0.00128
0.00614
0.011
0.01586
Nov 29, 2025
MMD
DS
Alpha Precision
Beta Recall
Authenticity
Updated 4d ago
Evaluation Results
Method
Method
Links
MMD
DS
Alpha Precision
Beta Recall
Authenticity
Augmented TimeGAN
epochs=7000, layers=3,...
2025.11
0.002
0.089
95.1
96.3
54.9
TransFusion
epochs=7000, layers=3,...
2025.11
0.007
0.257
86.2
86.5
54
DP-TimeGAN
epochs=7000, layers=3,...
2025.11
0.01
0.213
92.9
91.8
58.3
SeriesGAN
epochs=7000, layers=3,...
2025.11
0.016
0.203
80.7
79.9
53.7
TimeDiff
epochs=7000, layers=3,...
2025.11
0.018
0.27
65.7
54.9
57.6
DP Normalizing Flows
epochs=7000, layers=3,...
2025.11
0.02
0.105
60.2
50.6
59.8
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