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ResearchFormerly WizWand

Synthetic time series generation on Sine

0.06FID ScoreDiffusion-TS
-2.917617.181237.2857.3788May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Diffusion-TSSequence length=1002025.050.06
TimeVAESequence length=1002025.050.24
Time-TransformerSequence length=1002025.050.31
AEQ-RVAE-STSequence length=1002025.050.33
AEQ-RVAE-STSequence length=3002025.050.34
AEQ-RVAE-STSequence length=10002025.050.42
AEQ-RVAE-STSequence length=5002025.050.46
TimeVAESequence length=3002025.050.55
Diffusion-TSSequence length=5002025.050.74
TimeVAESequence length=5002025.051.26
Diffusion-TSSequence length=3002025.051.52
WaveGANSequence length=1002025.051.87
WaveGANSequence length=3002025.052.09
Diffusion-TSSequence length=10002025.052.66
WaveGANSequence length=5002025.052.81
TimeVAESequence length=10002025.053.03
WaveGANSequence length=10002025.053.36
Time-TransformerSequence length=3002025.054.1
TimeGANSequence length=3002025.056.01
TimeGANSequence length=1002025.057.7
TimeGANSequence length=5002025.057.96
TimeGANSequence length=10002025.0521.8
Time-TransformerSequence length=5002025.0551.2
Time-TransformerSequence length=10002025.0574.5