Unconditional Time Series Generation on Sines
0.069C-FIDPaCoDi SDE (Cont.)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PaCoDi SDE (Cont.)Sequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.069 | 0.019 | 0.014 | 0.205 | |
| DDPMSequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.071 | 0.021 | 0.017 | 0.206 | |
| PaCoDi DDPM (Disc.)Sequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.1 | 0.021 | 0.016 | 0.206 | |
| Diff-TSSequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.148 | 0.03 | 0.077 | 0.208 | |
| TimeVAESequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.73 | 0.086 | 0.068 | 0.249 | |
| TimeGANSequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 10.766 | 0.489 | 0.259 | 0.23 |