Irregular-to-regular Time Series Generation on MuJoCo (70% missing)
0.393DSDiff-MN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=70%2026.01 | 0.393 | 0.297 | 0.014 | |
| KoVAEMissing Rate=70%2026.01 | 0.425 | 0.619 | 0.425 | |
| Diffusion-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.473 | 0.487 | 0.078 | |
| TimeVAE-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.476 | 0.565 | 0.172 | |
| GT-GANMissing Rate=70%2026.01 | 0.492 | 0.627 | 0.048 | |
| ProFITiMissing Rate=70%2026.01 | 0.497 | 0.448 | 0.031 | |
| TimeGAN-NCDEMissing Rate=70%, Imputation=NCDE2026.01 | 0.499 | 1.704 | 1.81 | |
| HeTVAEMissing Rate=70%2026.01 | 0.5 | 1.398 | 2.202 |