Unconditional Time Series Generation on Energy L=24 (test)
0.499Discriminative Score (DS)TimeVAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TimeVAESequence Length (L)=242026.05 | 0.499 | 0.292 | 1.631 | |
| COT-GANSequence Length (L)=242026.05 | 0.498 | 0.259 | 1.039 | |
| DiffWaveSequence Length (L)=242026.05 | 0.493 | 0.251 | 1.031 | |
| DiffTimeSequence Length (L)=242026.05 | 0.445 | 0.252 | 0.279 | |
| TimeGANSequence Length (L)=242026.05 | 0.236 | 0.273 | 0.767 | |
| Diff-TSSequence Length (L)=242026.05 | 0.122 | 0.25 | 0.089 | |
| SDformer-mSequence Length (L)=242026.05 | 0.062 | 0.25 | 0.041 | |
| FlowTSSequence Length (L)=242026.05 | 0.053 | 0.25 | 0.031 | |
| SDformer-arSequence Length (L)=242026.05 | 0.006 | 0.249 | 0.003 | |
| SDFlowSequence Length (L)=242026.05 | 0.006 | 0.249 | 0.001 |