List your company
ResearchFormerly WizWand

Time-series generation on ETT

50Discriminative ScoreTime-Transformer
5.07216.73628.440.064May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Time-TransformerSequence length (l)=10002025.0550
Time-TransformerSequence length (l)=5002025.0540.8
WaveGANSequence length (l)=10002025.0538.5
WaveGANSequence length (l)=5002025.0537.7
WaveGANSequence length (l)=1002025.0536.2
WaveGANSequence length (l)=3002025.0534.5
TimeGANSequence length (l)=10002025.0532
TimeGANSequence length (l)=5002025.0527
Diffusion-TSSequence length (l)=1002025.0520.4
Time-TransformerSequence length (l)=1002025.0519.8
AEQ-RVAE-STSequence length (l)=5002025.0518.9
AEQ-RVAE-STSequence length (l)=1002025.0517.9
Time-TransformerSequence length (l)=3002025.0517.9
Diffusion-TSSequence length (l)=3002025.0517.3
AEQ-RVAE-STSequence length (l)=3002025.0517.2
TimeVAESequence length (l)=5002025.0516.7
TimeGANSequence length (l)=3002025.0516
Diffusion-TSSequence length (l)=5002025.0515.1
TimeVAESequence length (l)=3002025.0514
AEQ-RVAE-STSequence length (l)=10002025.0513.2
Diffusion-TSSequence length (l)=10002025.0512.2
TimeVAESequence length (l)=1002025.0511.8
TimeGANSequence length (l)=1002025.0510.7
TimeVAESequence length (l)=10002025.056.8