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ResearchFormerly WizWand

Synthetic Time Series Generation on Electric Motor (ELBO)

1.66Average ELBOAEQ-RVAE-ST
-88.8824-65.3762-41.87-18.3638May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
AEQ-RVAE-STSequence length=5002025.051.66
AEQ-RVAE-STSequence length=3002025.051.65
AEQ-RVAE-STSequence length=10002025.051.65
AEQ-RVAE-STSequence length=3002025.051.64
AEQ-RVAE-STSequence length=5002025.051.64
AEQ-RVAE-STSequence length=10002025.051.64
AEQ-RVAE-STSequence length=1002025.051.62
AEQ-RVAE-STSequence length=1002025.051.61
Diffusion-TSSequence length=1002025.051.58
Diffusion-TSSequence length=1002025.051.56
WaveGANSequence length=1002025.051.54
WaveGANSequence length=3002025.051.54
WaveGANSequence length=5002025.051.54
WaveGANSequence length=10002025.051.53
WaveGANSequence length=1002025.051.52
WaveGANSequence length=5002025.051.52
WaveGANSequence length=10002025.051.52
TimeVAESequence length=1002025.051.52
TimeVAESequence length=1002025.051.49
WaveGANSequence length=3002025.051.47
TimeVAESequence length=3002025.051.44
Diffusion-TSSequence length=5002025.051.39
TimeVAESequence length=3002025.051.38
Diffusion-TSSequence length=5002025.051.38
Diffusion-TSSequence length=3002025.051.36
Diffusion-TSSequence length=3002025.051.35
TimeGANSequence length=3002025.051.33
TimeGANSequence length=3002025.051.33
Diffusion-TSSequence length=10002025.051.3
Diffusion-TSSequence length=10002025.051.3
TimeGANSequence length=1002025.051.29
Time-TransformerSequence length=1002025.051.25
TimeGANSequence length=5002025.051.21
TimeGANSequence length=1002025.051.2
TimeGANSequence length=5002025.051.13
TimeVAESequence length=5002025.051.09
TimeVAESequence length=5002025.051.01
Time-TransformerSequence length=1002025.050.98
TimeVAESequence length=10002025.050.31
TimeVAESequence length=10002025.050.1
TimeGANSequence length=10002025.05-2.14
TimeGANSequence length=10002025.05-4.05
Time-TransformerSequence length=5002025.05-21.7
Time-TransformerSequence length=10002025.05-22.7
Time-TransformerSequence length=3002025.05-22.9
Time-TransformerSequence length=10002025.05-28.4
Time-TransformerSequence length=3002025.05-28.9
Time-TransformerSequence length=5002025.05-85.4