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ResearchFormerly WizWand

Synthetic Time Series Generation on ETT

0.58FID ScoreAEQ-RVAE-ST
-1.312811.463624.2437.0164May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
AEQ-RVAE-STSequence length=1002025.050.58
AEQ-RVAE-STSequence length=3002025.050.65
TimeVAESequence length=1002025.050.66
TimeVAESequence length=3002025.050.72
AEQ-RVAE-STSequence length=5002025.050.79
Diffusion-TSSequence length=1002025.050.9
TimeVAESequence length=5002025.050.97
Diffusion-TSSequence length=3002025.051.18
Time-TransformerSequence length=1002025.051.28
TimeGANSequence length=1002025.051.51
TimeVAESequence length=10002025.051.56
AEQ-RVAE-STSequence length=10002025.051.82
Diffusion-TSSequence length=5002025.052.16
Diffusion-TSSequence length=10002025.052.55
WaveGANSequence length=1002025.053.49
WaveGANSequence length=3002025.053.9
WaveGANSequence length=5002025.054.38
WaveGANSequence length=10002025.054.94
TimeGANSequence length=3002025.055.76
TimeGANSequence length=5002025.0513.7
TimeGANSequence length=10002025.0517.7
Time-TransformerSequence length=3002025.0520.1
Time-TransformerSequence length=5002025.0522.1
Time-TransformerSequence length=10002025.0547.9