Long-term multivariate forecasting on Traffic (test)
0.36MSEPatchTST
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PatchTSTH=962026.06 | 0.36 | — | — | — | — | — | |
| SearchCastH=962026.06 | 0.379 | — | — | — | — | — | |
| PatchTSTH=1922026.06 | 0.379 | — | — | — | — | — | |
| iTransformerHorizon=1922025.09 | 0.385 | 0.269 | 0.302 | 0.917 | — | — | |
| OLSH=962026.06 | 0.385 | — | — | — | — | — | |
| FITSH=962026.06 | 0.386 | — | — | — | — | — | |
| DLinearH=962026.06 | 0.387 | — | — | — | — | — | |
| iTransformerHorizon=3362025.09 | 0.388 | 0.274 | 0.265 | 0.959 | — | — | |
| SearchCastH=1922026.06 | 0.391 | — | — | — | — | — | |
| PatchTSTH=Avg2026.06 | 0.391 | — | — | — | — | — | |
| PatchTSTH=3362026.06 | 0.392 | — | — | — | — | — | |
| TimeMixerH=962026.06 | 0.392 | — | — | — | — | — | |
| iTransformerH=962026.06 | 0.395 | — | — | — | — | — | |
| OLSH=1922026.06 | 0.397 | — | — | — | — | — | |
| FITSH=1922026.06 | 0.398 | — | — | — | — | — | |
| DLinearH=1922026.06 | 0.399 | — | — | — | — | — | |
| PatchTSTHorizon=3362025.09 | 0.401 | 0.267 | 0.277 | 0.966 | — | — | |
| PatchTSTHorizon=1922025.09 | 0.402 | 0.263 | 0.321 | 0.92 | — | — | |
| SearchCastH=3362026.06 | 0.404 | — | — | — | — | — | |
| SearchCastH=Avg2026.06 | 0.404 | — | — | — | — | — | |
| TimeMixerHorizon=3362025.09 | 0.407 | 0.275 | 0.275 | 0.971 | — | — | |
| TimeMixerH=1922026.06 | 0.408 | — | — | — | — | — | |
| OLSH=3362026.06 | 0.41 | — | — | — | — | — | |
| OLSH=Avg2026.06 | 0.41 | — | — | — | — | — | |
| FITSH=3362026.06 | 0.411 | — | — | — | — | — | |
| FITSH=Avg2026.06 | 0.411 | — | — | — | — | — | |
| DLinearH=3362026.06 | 0.412 | — | — | — | — | — | |
| DLinearH=Avg2026.06 | 0.412 | — | — | — | — | — | |
| iTransformerHorizon=7202025.09 | 0.416 | 0.29 | 0.273 | 0.968 | — | — | |
| iTransformerH=1922026.06 | 0.417 | — | — | — | — | — | |
| TimeMixerH=Avg2026.06 | 0.42 | — | — | — | — | — | |
| FreDFLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.421 | 0.279 | — | — | — | — | |
| TimeMixerH=3362026.06 | 0.422 | — | — | — | — | — | |
| TimeMixerHorizon=1922025.09 | 0.423 | 0.285 | 0.327 | 0.939 | — | — | |
| iTrans.Look-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.428 | 0.282 | — | — | — | — | |
| iTransformerH=Avg2026.06 | 0.428 | — | — | — | — | — | |
| PatchTSTH=7202026.06 | 0.432 | — | — | — | — | — | |
| iTransformerH=3362026.06 | 0.433 | — | — | — | — | — | |
| PatchTSTHorizon=7202025.09 | 0.434 | 0.289 | 0.288 | 0.965 | — | — | |
| DLinearHorizon=3362025.09 | 0.436 | 0.296 | 0.305 | 0.97 | — | — | |
| FAiTLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.436 | 0.258 | — | — | — | — | |
| TimeMixerHorizon=7202025.09 | 0.437 | 0.297 | 0.292 | 0.96 | — | — | |
| SearchCastH=7202026.06 | 0.441 | — | — | — | — | — | |
| OLSH=7202026.06 | 0.448 | — | — | — | — | — | |
| FITSH=7202026.06 | 0.449 | — | — | — | — | — | |
| DLinearHorizon=7202025.09 | 0.45 | 0.306 | 0.302 | 0.968 | — | — | |
| DLinearH=7202026.06 | 0.45 | — | — | — | — | — | |
| AverageHorizon=3362025.09 | 0.452 | 0.292 | 0.291 | 0.962 | — | — | |
| CARDLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.453 | 0.282 | — | — | — | — | |
| AverageHorizon=1922025.09 | 0.455 | 0.29 | 0.339 | 0.935 | — | — | |
| DLinearHorizon=1922025.09 | 0.459 | 0.305 | 0.37 | 0.929 | — | — | |
| TimeMixerH=7202026.06 | 0.459 | — | — | — | — | — | |
| FilterNetLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.463 | 0.31 | — | — | — | — | |
| iTransformerH=7202026.06 | 0.467 | — | — | — | — | — | |
| FilterTSLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.471 | 0.315 | — | — | — | — | |
| AverageHorizon=7202025.09 | 0.482 | 0.308 | 0.298 | 0.969 | — | — | |
| TimeMixerLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.484 | 0.297 | — | — | — | — | |
| PatchTSTLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.531 | 0.343 | — | — | — | — | |
| FreTSLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.538 | 0.328 | — | — | — | — | |
| Crossfm.Look-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.55 | 0.304 | — | — | — | — | |
| TimesNetH=962026.06 | 0.593 | — | — | — | — | — | |
| TimesNetHorizon=1922025.09 | 0.608 | 0.329 | 0.376 | 0.969 | — | — | |
| AutoformerH=962026.06 | 0.613 | — | — | — | — | — | |
| FITSLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.615 | 0.37 | — | — | — | — | |
| AutoformerH=1922026.06 | 0.616 | — | — | — | — | — | |
| TimesNetH=1922026.06 | 0.617 | — | — | — | — | — | |
| TimesNetLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.62 | 0.336 | — | — | — | — | |
| TimesNetH=Avg2026.06 | 0.62 | — | — | — | — | — | |
| AutoformerH=3362026.06 | 0.622 | — | — | — | — | — | |
| DLinearLook-back length L=96, Horizons H={96, 192, 336, 720}2026.05 | 0.625 | 0.383 | — | — | — | — | |
| AutoformerH=Avg2026.06 | 0.628 | — | — | — | — | — | |
| TimesNetH=3362026.06 | 0.629 | — | — | — | — | — | |
| TimesNetHorizon=3362025.09 | 0.63 | 0.347 | 0.331 | 0.946 | — | — | |
| TimesNetH=7202026.06 | 0.64 | — | — | — | — | — | |
| AutoformerH=7202026.06 | 0.66 | — | — | — | — | — | |
| TimesNetHorizon=7202025.09 | 0.672 | 0.357 | 0.335 | 0.983 | — | — | |
| PredictabilityHorizon=1922025.09 | — | — | — | — | 0.616 | 0.619 | |
| PredictabilityHorizon=3362025.09 | — | — | — | — | 0.4 | 0.76 | |
| PredictabilityHorizon=7202025.09 | — | — | — | — | 0.636 | 0.61 |