Long-term forecasting on Traffic (MSE at horizons 96, 192, 336, 720)
0.366MSE (Horizon 96)PatchTST
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PatchTST2026.06 | 0.366 | 0.388 | 0.398 | 0.457 | |
| FITS2026.06 | 0.385 | 0.397 | 0.41 | 0.448 | |
| DLinear2026.06 | 0.413 | 0.423 | 0.437 | 0.466 | |
| HAMON-DiffIntEncoding=phase encoding, Readout=differential intensity readout, Lookback=336, Number of phase-mask layers=162026.06 | 0.421 | 0.466 | 0.514 | 0.538 | |
| HAMON-CohEncoding=amplitude encoding, Readout=coherent readout, Lookback=336, Number of phase-mask layers=162026.06 | 0.423 | 0.453 | 0.502 | 0.644 | |
| FEDformer2026.06 | 0.573 | 0.611 | 0.621 | 0.63 | |
| TimesNet2026.06 | 0.593 | 0.617 | 0.629 | 0.64 |