Unconditional Time Series Generation on ETTh L=24 (test)
0.325Discriminative Score (DS)COT-GAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COT-GANSequence Length (L)=242026.05 | 0.325 | 0.129 | 0.98 | |
| TimeVAESequence Length (L)=242026.05 | 0.209 | 0.126 | 0.805 | |
| DiffWaveSequence Length (L)=242026.05 | 0.19 | 0.13 | 0.873 | |
| TimeGANSequence Length (L)=242026.05 | 0.114 | 0.124 | 0.3 | |
| DiffTimeSequence Length (L)=242026.05 | 0.1 | 0.121 | 0.299 | |
| Diff-TSSequence Length (L)=242026.05 | 0.061 | 0.119 | 0.116 | |
| SDformer-mSequence Length (L)=242026.05 | 0.022 | 0.119 | 0.019 | |
| FlowTSSequence Length (L)=242026.05 | 0.011 | 0.118 | 0.024 | |
| SDformer-arSequence Length (L)=242026.05 | 0.003 | 0.118 | 0.008 | |
| SDFlowSequence Length (L)=242026.05 | 0.002 | 0.118 | 0.001 |