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ResearchFormerly WizWand

Synthetic time series generation on MetroPT3

0.26FID ScoreAEQ-RVAE-ST
-13.809681.1602176.13271.0998May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
AEQ-RVAE-STSequence length=1002025.050.26
AEQ-RVAE-STSequence length=3002025.050.65
TimeVAESequence length=1002025.050.67
Diffusion-TSSequence length=1002025.051.07
WaveGANSequence length=1002025.051.14
Diffusion-TSSequence length=3002025.051.17
TimeVAESequence length=3002025.051.32
WaveGANSequence length=3002025.051.82
Diffusion-TSSequence length=5002025.051.82
TimeVAESequence length=5002025.052.02
WaveGANSequence length=5002025.052.04
TimeVAESequence length=10002025.052.08
Time-TransformerSequence length=1002025.052.28
WaveGANSequence length=10002025.052.43
AEQ-RVAE-STSequence length=5002025.052.81
AEQ-RVAE-STSequence length=10002025.052.84
Time-TransformerSequence length=3002025.055.25
TimeGANSequence length=1002025.055.79
Diffusion-TSSequence length=10002025.056.97
TimeGANSequence length=3002025.0510.1
TimeGANSequence length=5002025.0518.6
Time-TransformerSequence length=5002025.0522.9
TimeGANSequence length=10002025.0535.1
Time-TransformerSequence length=10002025.05352