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ResearchFormerly WizWand

Synthetic Time Series Generation on ECG (Average ELBO)

1.68Average ELBOTime-Transformer
-15.9792-11.3946-6.81-2.2254May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Time-TransformerSequence length=3002025.051.68
Time-TransformerSequence length=5002025.051.68
Time-TransformerSequence length=10002025.051.68
Time-TransformerSequence length=3002025.051.67
Time-TransformerSequence length=5002025.051.67
Time-TransformerSequence length=10002025.051.67
Diffusion-TSSequence length=1002025.051.65
AEQ-RVAE-STSequence length=1002025.051.64
AEQ-RVAE-STSequence length=3002025.051.64
Diffusion-TSSequence length=3002025.051.64
Diffusion-TSSequence length=1002025.051.63
Diffusion-TSSequence length=3002025.051.63
AEQ-RVAE-STSequence length=5002025.051.63
AEQ-RVAE-STSequence length=1002025.051.62
AEQ-RVAE-STSequence length=3002025.051.62
AEQ-RVAE-STSequence length=5002025.051.62
Diffusion-TSSequence length=5002025.051.6
Diffusion-TSSequence length=5002025.051.6
AEQ-RVAE-STSequence length=10002025.051.59
AEQ-RVAE-STSequence length=10002025.051.59
TimeVAESequence length=1002025.051.57
TimeVAESequence length=1002025.051.55
TimeVAESequence length=3002025.051.46
TimeVAESequence length=5002025.051.39
TimeVAESequence length=3002025.051.37
WaveGANSequence length=3002025.051.33
WaveGANSequence length=1002025.051.32
WaveGANSequence length=5002025.051.32
WaveGANSequence length=10002025.051.32
Diffusion-TSSequence length=10002025.051.29
TimeVAESequence length=5002025.051.26
Time-TransformerSequence length=1002025.051.22
Diffusion-TSSequence length=10002025.051.16
WaveGANSequence length=1002025.051.12
WaveGANSequence length=3002025.051.11
WaveGANSequence length=5002025.051.1
WaveGANSequence length=10002025.051.1
TimeVAESequence length=10002025.051.08
Time-TransformerSequence length=1002025.051.07
TimeVAESequence length=10002025.050.87
TimeGANSequence length=3002025.05-2.26
TimeGANSequence length=1002025.05-2.57
TimeGANSequence length=10002025.05-2.58
TimeGANSequence length=5002025.05-2.67
TimeGANSequence length=5002025.05-13.7
TimeGANSequence length=1002025.05-14.6
TimeGANSequence length=3002025.05-14.6
TimeGANSequence length=10002025.05-15.3