Time-series Imputation on ETT Original (Out-of-Sample)
0.663MAEPRDIM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRDIMMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.663 | — | — | |
| PRDIMModel Category=Diffusion-based2026.05 | 0.663 | 1.057 | 39.156 | |
| cDiffPuterMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.782 | — | — | |
| cDiffPuterModel Category=Diffusion-based2026.05 | 0.782 | 1.209 | 46.188 | |
| SAITSMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.814 | — | — | |
| SAITSModel Category=Discriminative2026.05 | 0.814 | 1.247 | 48.119 | |
| MTSCIMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.957 | — | — | |
| MTSCIModel Category=Diffusion-based2026.05 | 0.957 | 1.335 | 56.574 | |
| BRITSMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.992 | — | — | |
| BRITSModel Category=Discriminative2026.05 | 0.992 | 1.461 | 58.6 | |
| TimesNetMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.044 | — | — | |
| TimesNetModel Category=Discriminative2026.05 | 1.044 | 1.393 | 69.04 | |
| CSDIMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.071 | — | — | |
| CSDIModel Category=Diffusion-based2026.05 | 1.071 | 1.658 | 63.254 | |
| not-MIWAEMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.311 | — | — | |
| not-MIWAEModel Category=Generative2026.05 | 1.311 | 1.781 | 77.512 | |
| GP-VAEMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.511 | — | — | |
| GP-VAEModel Category=Generative2026.05 | 1.511 | 1.915 | 89.315 | |
| TimeMixer++Missing Mask Distribution=MNAR, Number of Runs=52026.05 | 1.642 | — | — | |
| TimeMixer++Model Category=Discriminative2026.05 | 1.642 | 1.965 | 97.093 | |
| MeanMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 2.034 | — | — | |
| Mean2026.05 | 2.034 | 2.307 | 120.233 |