Unconditional Time Series Generation on Air
0.339C-FIDPaCoDi SDE (Cont.)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PaCoDi SDE (Cont.)Sequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.339 | 0.135 | 0.205 | 0.02 | |
| Diff-TSSequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.397 | 0.195 | 0.158 | 0.021 | |
| PaCoDi DDPM (Disc.)Sequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.52 | 0.128 | 0.28 | 0.022 | |
| DDPMSequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 0.603 | 0.234 | 0.202 | 0.022 | |
| TimeVAESequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 1.413 | 0.304 | 0.421 | 0.028 | |
| TimeGANSequence Horizon=Average across L ∈ {24, 64, 128, 256}2026.02 | 13.452 | 0.762 | 0.424 | 0.242 |