Irregular-to-regular Time Series Generation on MuJoCo (30% missing)
0.293Distribution Score (DS)Diff-MN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Diff-MNMissing Rate=30%2026.01 | 0.293 | 0.347 | 0.021 | |
| Diffusion-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.355 | 0.371 | 0.045 | |
| KoVAEMissing Rate=30%2026.01 | 0.372 | 0.374 | 0.13 | |
| TimeVAE-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.375 | 0.338 | 0.075 | |
| GT-GANMissing Rate=30%2026.01 | 0.489 | 0.558 | 0.021 | |
| TimeGAN-NCDEMissing Rate=30%, Imputation=NCDE2026.01 | 0.49 | 1.182 | 0.56 | |
| ProFITiMissing Rate=30%2026.01 | 0.492 | 0.295 | 0.015 | |
| HeTVAEMissing Rate=30%2026.01 | 0.499 | 0.654 | 0.258 |