Irregular-to-regular Time Series Generation on MuJoCo (50% missing)
0.375DSDiff-MN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=50%2026.01 | 0.375 | 0.318 | 0.009 | |
| KoVAEMissing Rate=50%2026.01 | 0.397 | 0.419 | 0.198 | |
| Diffusion-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.427 | 0.37 | 0.058 | |
| TimeVAE-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.463 | 0.443 | 0.118 | |
| GT-GANMissing Rate=50%2026.01 | 0.494 | 0.596 | 0.028 | |
| ProFITiMissing Rate=50%2026.01 | 0.497 | 0.353 | 0.015 | |
| TimeGAN-NCDEMissing Rate=50%, Imputation=NCDE2026.01 | 0.499 | 1.535 | 1.153 | |
| HeTVAEMissing Rate=50%2026.01 | 0.499 | 1.093 | 0.996 |