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ResearchFormerly WizWand

Synthetic Time Series Generation on ETT (ELBO)

1.6Average ELBOAEQ-RVAE-ST
-41.56-30.355-19.15-7.945May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
AEQ-RVAE-STSequence length=10002025.051.6
AEQ-RVAE-STSequence length=5002025.051.59
AEQ-RVAE-STSequence length=3002025.051.57
Time-TransformerSequence length=3002025.051.57
AEQ-RVAE-STSequence length=1002025.051.56
TimeVAESequence length=1002025.051.56
Diffusion-TSSequence length=1002025.051.53
AEQ-RVAE-STSequence length=10002025.051.53
Diffusion-TSSequence length=3002025.051.52
Diffusion-TSSequence length=5002025.051.52
Diffusion-TSSequence length=10002025.051.52
AEQ-RVAE-STSequence length=5002025.051.52
WaveGANSequence length=1002025.051.5
WaveGANSequence length=3002025.051.5
AEQ-RVAE-STSequence length=3002025.051.5
Diffusion-TSSequence length=1002025.051.5
Diffusion-TSSequence length=5002025.051.5
Diffusion-TSSequence length=10002025.051.5
TimeGANSequence length=1002025.051.49
WaveGANSequence length=10002025.051.49
AEQ-RVAE-STSequence length=1002025.051.49
Diffusion-TSSequence length=3002025.051.49
Time-TransformerSequence length=5002025.051.49
Time-TransformerSequence length=5002025.051.48
WaveGANSequence length=5002025.051.47
TimeVAESequence length=1002025.051.47
Time-TransformerSequence length=1002025.051.43
WaveGANSequence length=5002025.051.42
WaveGANSequence length=10002025.051.42
TimeVAESequence length=3002025.051.41
WaveGANSequence length=1002025.051.4
TimeGANSequence length=1002025.051.39
WaveGANSequence length=3002025.051.39
Time-TransformerSequence length=3002025.051.38
TimeGANSequence length=3002025.051.2
TimeVAESequence length=3002025.051.2
TimeVAESequence length=5002025.051.15
Time-TransformerSequence length=1002025.051.07
TimeVAESequence length=5002025.050.89
TimeGANSequence length=3002025.050.85
TimeGANSequence length=5002025.050.83
TimeVAESequence length=10002025.050.42
TimeVAESequence length=10002025.050.4
TimeGANSequence length=10002025.050
TimeGANSequence length=10002025.05-0.38
TimeGANSequence length=5002025.05-4.29
Time-TransformerSequence length=10002025.05-39.6
Time-TransformerSequence length=10002025.05-39.9