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ResearchFormerly WizWand

Time-series generation on MetroPT3

50Discriminative ScoreTime-Transformer
8.19219.04629.940.754May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Time-TransformerSequence length (l)=5002025.0550
Time-TransformerSequence length (l)=10002025.0550
TimeGANSequence length (l)=5002025.0549.9
TimeGANSequence length (l)=10002025.0549.9
TimeGANSequence length (l)=3002025.0549.8
WaveGANSequence length (l)=5002025.0549.7
WaveGANSequence length (l)=10002025.0549.7
AEQ-RVAE-STSequence length (l)=10002025.0549.6
TimeVAESequence length (l)=10002025.0549.5
WaveGANSequence length (l)=3002025.0549.4
Time-TransformerSequence length (l)=3002025.0549.3
TimeVAESequence length (l)=5002025.0548.8
Diffusion-TSSequence length (l)=10002025.0548.6
Time-TransformerSequence length (l)=1002025.0547.3
TimeVAESequence length (l)=3002025.0543.8
WaveGANSequence length (l)=1002025.0543.2
TimeGANSequence length (l)=1002025.0542.8
AEQ-RVAE-STSequence length (l)=5002025.0542.3
AEQ-RVAE-STSequence length (l)=3002025.0536.7
Diffusion-TSSequence length (l)=5002025.0531.9
TimeVAESequence length (l)=1002025.0527.9
Diffusion-TSSequence length (l)=3002025.0525.1
Diffusion-TSSequence length (l)=1002025.0513.9
AEQ-RVAE-STSequence length (l)=1002025.059.8