Long-term forecasting on Traffic (MSE, MAE)
0.396MSEDUET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DUETAveraged Horizons=42026.05 | 0.396 | 0.256 | |
| DUETPrediction Horizons=Averaged across four2026.05 | 0.396 | 0.256 | |
| RAFTAveraged Horizons=42026.05 | 0.401 | 0.281 | |
| RAFTPrediction Horizons=Averaged across four2026.05 | 0.401 | 0.281 | |
| TSCOMPModel category=AutoML2026.05 | 0.405 | 0.271 | |
| TSCOMPAveraged Horizons=42026.05 | 0.405 | 0.271 | |
| TSCOMPPrediction Horizons=Averaged across four2026.05 | 0.405 | 0.271 | |
| TimeFilterInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.407 | 0.268 | |
| SOFTSLookback Length=96, Prediction Length=avg2026.05 | 0.409 | 0.267 | |
| GPT4TSModel category=LTSM2026.05 | 0.414 | 0.294 | |
| MomentModel category=LTSM2026.05 | 0.414 | 0.289 | |
| iTransformerAveraged Horizons=42026.05 | 0.422 | 0.282 | |
| iTransformerPrediction Horizons=Averaged across four2026.05 | 0.422 | 0.282 | |
| iTransformerInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.428 | 0.282 | |
| MS-FLOWLookback Length=96, Prediction Length=avg2026.05 | 0.44 | 0.258 | |
| MS-FLOWInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.44 | 0.258 | |
| TimeXerLookback Length=96, Prediction Length=avg2026.05 | 0.447 | 0.295 | |
| OLinearAveraged Horizons=42026.05 | 0.448 | 0.247 | |
| OLinearPrediction Horizons=Averaged across four2026.05 | 0.448 | 0.247 | |
| DUETInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.451 | 0.268 | |
| TimeEmbLookback Length=96, Prediction Length=avg2026.05 | 0.454 | 0.293 | |
| TimeMosaicInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.458 | 0.283 | |
| LeddamInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.467 | 0.294 | |
| TimeXerAveraged Horizons=42026.05 | 0.467 | 0.288 | |
| TimeXerPrediction Horizons=Averaged across four2026.05 | 0.467 | 0.288 | |
| TimeFuseModel category=AutoML, Evaluation protocol=Zero-shot2026.05 | 0.471 | 0.296 | |
| TimesNetInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.485 | 0.297 | |
| TimeFuseModel category=AutoML, Evaluation protocol=Few-shot2026.05 | 0.501 | 0.306 | |
| TimeMixerAveraged Horizons=42026.05 | 0.502 | 0.307 | |
| TimeMixerPrediction Horizons=Averaged across four2026.05 | 0.502 | 0.307 | |
| PAttnAveraged Horizons=42026.05 | 0.513 | 0.328 | |
| PAttnPrediction Horizons=Averaged across four2026.05 | 0.513 | 0.328 | |
| xPatchInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.52 | 0.335 | |
| CrossformerInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.55 | 0.304 | |
| PatchTSTInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.555 | 0.361 | |
| AutoGluonModel category=AutoML2026.05 | 0.555 | 0.325 | |
| DLinearInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.625 | 0.383 | |
| TimerModel category=LTSM2026.05 | 0.644 | 0.4 | |
| AutoTSModel category=AutoML2026.05 | 0.739 | 0.311 |