Time series imputation on air quality
9.296MAEHyFAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyFAD2026.06 | 9.296 | 17.73 | |
| LSCD2026.06 | 9.34 | 18.27 | |
| CSDI2026.06 | 9.347 | 18.713 | |
| CSDIMedian of samples=1002021.07 | 9.6 | — | |
| GLIMASource=Cited from original paper2021.07 | 10.54 | — | |
| BRITSSource=Cited from original paper2021.07 | 11.56 | — | |
| unconditionaltype=Unconditional diffusion model2021.07 | 12.13 | — | |
| BRITSSource=Reproduced2021.07 | 14.11 | — | |
| Lerp2026.06 | 15.363 | 27.658 | |
| SAITS2026.06 | 15.424 | 30.558 | |
| BRITS2026.06 | 16.519 | 26.775 | |
| RDISSource=Original implementation2021.07 | 22.11 | — | |
| TimesNet2026.06 | 22.685 | 39.336 | |
| GPVAE2026.06 | 23.941 | 40.586 | |
| ModernTCN2026.06 | 24.089 | 40.052 | |
| V-RINSource=Reproduced2021.07 | 25.4 | — | |
| SSGAN2026.06 | 32.999 | 48.951 | |
| Mean2026.06 | 50.685 | 66.558 |