Time-series generation on ETT
50Discriminative ScoreTime-Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Time-TransformerSequence length (l)=10002025.05 | 50 | |
| Time-TransformerSequence length (l)=5002025.05 | 40.8 | |
| WaveGANSequence length (l)=10002025.05 | 38.5 | |
| WaveGANSequence length (l)=5002025.05 | 37.7 | |
| WaveGANSequence length (l)=1002025.05 | 36.2 | |
| WaveGANSequence length (l)=3002025.05 | 34.5 | |
| TimeGANSequence length (l)=10002025.05 | 32 | |
| TimeGANSequence length (l)=5002025.05 | 27 | |
| Diffusion-TSSequence length (l)=1002025.05 | 20.4 | |
| Time-TransformerSequence length (l)=1002025.05 | 19.8 | |
| AEQ-RVAE-STSequence length (l)=5002025.05 | 18.9 | |
| AEQ-RVAE-STSequence length (l)=1002025.05 | 17.9 | |
| Time-TransformerSequence length (l)=3002025.05 | 17.9 | |
| Diffusion-TSSequence length (l)=3002025.05 | 17.3 | |
| AEQ-RVAE-STSequence length (l)=3002025.05 | 17.2 | |
| TimeVAESequence length (l)=5002025.05 | 16.7 | |
| TimeGANSequence length (l)=3002025.05 | 16 | |
| Diffusion-TSSequence length (l)=5002025.05 | 15.1 | |
| TimeVAESequence length (l)=3002025.05 | 14 | |
| AEQ-RVAE-STSequence length (l)=10002025.05 | 13.2 | |
| Diffusion-TSSequence length (l)=10002025.05 | 12.2 | |
| TimeVAESequence length (l)=1002025.05 | 11.8 | |
| TimeGANSequence length (l)=1002025.05 | 10.7 | |
| TimeVAESequence length (l)=10002025.05 | 6.8 |