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ResearchFormerly WizWand

Time-series generation on Electric Motor (EM)

0.5Discriminative ScoreTimeGAN
0.013280.139640.2660.39236May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
TimeGANSequence length (l)=10002025.050.5
Time-TransformerSequence length (l)=3002025.050.5
Time-TransformerSequence length (l)=5002025.050.5
Time-TransformerSequence length (l)=10002025.050.5
TimeGANSequence length (l)=5002025.050.486
TimeGANSequence length (l)=3002025.050.477
WaveGANSequence length (l)=10002025.050.444
Diffusion-TSSequence length (l)=10002025.050.434
WaveGANSequence length (l)=5002025.050.425
WaveGANSequence length (l)=3002025.050.416
Diffusion-TSSequence length (l)=5002025.050.396
WaveGANSequence length (l)=1002025.050.352
TimeGANSequence length (l)=1002025.050.338
Time-TransformerSequence length (l)=1002025.050.334
Diffusion-TSSequence length (l)=3002025.050.327
TimeVAESequence length (l)=1002025.050.268
TimeVAESequence length (l)=3002025.050.226
TimeVAESequence length (l)=5002025.050.185
TimeVAESequence length (l)=10002025.050.152
AEQ-RVAE-STSequence length (l)=1002025.050.121
Diffusion-TSSequence length (l)=1002025.050.112
AEQ-RVAE-STSequence length (l)=10002025.050.085
AEQ-RVAE-STSequence length (l)=5002025.050.038
AEQ-RVAE-STSequence length (l)=3002025.050.032