Time-Series Forecasting on Beijing Air Quality
0.421MAEPatchTST
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PatchTST2026.05 | 0.421 | — | — | 0.451 | |
| Crossformer2026.05 | 0.422 | — | — | 0.424 | |
| TimeMixer2026.05 | 0.422 | — | — | 0.448 | |
| TimeFilter2026.05 | 0.422 | — | — | 0.443 | |
| WPMixer2026.05 | 0.424 | — | — | 0.447 | |
| DPRNet2026.05 | 0.424 | — | — | 0.451 | |
| iTransformer2026.05 | 0.428 | — | — | 0.457 | |
| TimesNet2026.05 | 0.476 | — | — | 0.537 | |
| Informer2026.05 | 0.74 | — | — | 1.036 | |
| Deep EnsembleEnsemble size=5, Params=330K2026.01 | 10.45 | 0.317 | 0.31 | — | |
| Full-Rank BBBParams=132K2026.01 | 10.55 | 0.111 | 0.788 | — | |
| Low-RankRank (r)=14, 20, Params=47K2026.01 | 10.63 | 0.114 | 0.79 | — | |
| LR-SVDParams=47K2026.01 | 10.7 | 0.139 | 0.773 | — | |
| DeterministicParams=33K2026.01 | 10.79 | — | — | — | |
| Rank-1 Mult.Params=66K2026.01 | 10.8 | 0.307 | 0.449 | — |