Time-series Imputation on ETT (Original In-Sample)
0.303MAEPRDIM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRDIMMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.303 | — | — | |
| PRDIMModel Category=Diffusion-based2026.05 | 0.303 | 0.538 | 25.986 | |
| cDiffPuterMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.362 | — | — | |
| cDiffPuterModel Category=Diffusion-based2026.05 | 0.362 | 0.612 | 31.069 | |
| SAITSMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.366 | — | — | |
| SAITSModel Category=Discriminative2026.05 | 0.366 | 0.626 | 31.417 | |
| BRITSMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.491 | — | — | |
| BRITSModel Category=Discriminative2026.05 | 0.491 | 0.85 | 42.067 | |
| MTSCIMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.5 | — | — | |
| MTSCIModel Category=Diffusion-based2026.05 | 0.5 | 0.73 | 42.827 | |
| CSDIMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.522 | — | — | |
| CSDIModel Category=Diffusion-based2026.05 | 0.522 | 0.822 | 44.733 | |
| not-MIWAEMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.637 | — | — | |
| not-MIWAEModel Category=Generative2026.05 | 0.637 | 0.945 | 54.643 | |
| GP-VAEMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.896 | — | — | |
| GP-VAEModel Category=Generative2026.05 | 0.896 | 1.147 | 76.809 | |
| TimeMixer++Missing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.1 | — | — | |
| TimeMixer++Model Category=Discriminative2026.05 | 1.1 | 1.283 | 94.319 | |
| TimesNetMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.154 | — | — | |
| TimesNetModel Category=Discriminative2026.05 | 1.154 | 1.485 | 72.065 | |
| MeanMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.486 | — | — | |
| Mean2026.05 | 1.486 | 1.618 | 127.379 |