Time Series Forecasting on Traffic (MSE, MAE)
0.388MSESEMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SEMixerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.388 | 0.268 | |
| Deform.TSTAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.393 | 0.277 | |
| TSMixerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.393 | 0.277 | |
| iTransformer+MLOWPrediction Length (T)=96, Base Model=iTransformer2026.03 | 0.393 | 0.25 | |
| iTransformer+MLOWBase Model=iTransformer, Decomposition Module=MLOW, Prediction Horizon (T)=962026.03 | 0.393 | 0.25 | |
| ModernTCNAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.394 | 0.277 | |
| PatchTSTAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.394 | 0.277 | |
| TimeXerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.397 | 0.284 | |
| DLinearAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.397 | 0.284 | |
| PatchTST+MLOWPrediction Length (T)=96, Base Model=PatchTST2026.03 | 0.405 | 0.294 | |
| PatchTST+MLOWBase Model=PatchTST, Decomposition Module=MLOW, Prediction Horizon (T)=962026.03 | 0.405 | 0.294 | |
| PathformerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.412 | 0.296 | |
| TimeMixerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.412 | 0.296 | |
| iTransformer + DPADBackbone=iTransformer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.416 | 0.278 | |
| ItransformerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.416 | 0.314 | |
| iTransformer+MABase Model=iTransformer, Decomposition Module=MA, Prediction Horizon (T)=962026.03 | 0.417 | 0.28 | |
| iTransformerBackbone=iTransformer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.422 | 0.282 | |
| iTransformerTraining=Full-data2026.01 | 0.428 | 0.282 | |
| iTransformerBase Model=iTransformer, Decomposition Module=None, Prediction Horizon (T)=962026.03 | 0.428 | 0.282 | |
| LTSM-DIFFTraining=Full-data2026.01 | 0.433 | 0.279 | |
| CALFTraining=Full-data2026.01 | 0.439 | 0.282 | |
| TimeBridge + DPADBackbone=TimeBridge, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.444 | 0.286 | |
| DUETPrediction Length (T)=962026.03 | 0.451 | 0.269 | |
| TimeXer + DPADBackbone=TimeXer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.463 | 0.284 | |
| TimeXerBackbone=TimeXer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.466 | 0.286 | |
| PatchTSTBase Model=PatchTST, Decomposition Module=None, Prediction Horizon (T)=962026.03 | 0.467 | 0.309 | |
| PatchTST+MABase Model=PatchTST, Decomposition Module=MA, Prediction Horizon (T)=962026.03 | 0.47 | 0.309 | |
| CycleNetPrediction Length (T)=962026.03 | 0.471 | 0.301 | |
| TimeMixerPrediction Length (T)=962026.03 | 0.484 | 0.297 | |
| GPT4TSTraining=Full-data2026.01 | 0.488 | 0.317 | |
| TimesNet + DPADBackbone=TimesNet, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.511 | 0.318 | |
| TimeLLMTraining=Full-data2026.01 | 0.541 | 0.358 | |
| CrossformerTraining=Full-data2026.01 | 0.55 | 0.304 | |
| PatchTSTTraining=Full-data2026.01 | 0.555 | 0.361 | |
| TimesNetAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.572 | 0.308 | |
| TimeKANPrediction Length (T)=962026.03 | 0.577 | 0.372 | |
| SparseTSFPrediction Length (T)=962026.03 | 0.589 | 0.339 | |
| TMDMTraining=Full-data2026.01 | 0.6 | 0.35 | |
| DLinear + DPADBackbone=DLinear, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.613 | 0.385 | |
| TimesNetPrediction Length (T)=962026.03 | 0.619 | 0.335 | |
| TimesNetBackbone=TimesNet, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.633 | 0.333 | |
| NsDiff2025.05 | 0.637 | 0.373 | |
| TMDM2025.05 | 0.679 | 0.425 | |
| TimeDiffTraining=Full-data2026.01 | 0.68 | 0.47 | |
| DLinearBackbone=DLinear, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.688 | 0.427 | |
| TimeBridgeBackbone=TimeBridge, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.912 | 0.544 | |
| TimeGradTraining=Full-data2026.01 | 0.96 | 0.81 | |
| TimeGrad2025.05 | 0.983 | 0.535 | |
| TimeDiff2025.05 | 1.35 | 0.784 | |
| DiffusionTS2025.05 | 1.473 | 0.815 | |
| CSDI2025.05 | 1.731 | 0.925 |