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ResearchFormerly WizWand

Time Series Forecasting on Traffic (MSE, MAE)

0.388MSESEMixer
0.334280.696891.05951.42211May 7, 2025Jun 28, 2025Aug 20, 2025Oct 12, 2025Dec 3, 2025Jan 25, 2026Mar 19, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SEMixerAveraged horizons=96, 192, 336, 720 steps2026.020.3880.268
Deform.TSTAveraged horizons=96, 192, 336, 720 steps2026.020.3930.277
TSMixerAveraged horizons=96, 192, 336, 720 steps2026.020.3930.277
iTransformer+MLOWPrediction Length (T)=96, Base Model=iTransformer2026.030.3930.25
iTransformer+MLOWBase Model=iTransformer, Decomposition Module=MLOW, Prediction Horizon (T)=962026.030.3930.25
ModernTCNAveraged horizons=96, 192, 336, 720 steps2026.020.3940.277
PatchTSTAveraged horizons=96, 192, 336, 720 steps2026.020.3940.277
TimeXerAveraged horizons=96, 192, 336, 720 steps2026.020.3970.284
DLinearAveraged horizons=96, 192, 336, 720 steps2026.020.3970.284
PatchTST+MLOWPrediction Length (T)=96, Base Model=PatchTST2026.030.4050.294
PatchTST+MLOWBase Model=PatchTST, Decomposition Module=MLOW, Prediction Horizon (T)=962026.030.4050.294
PathformerAveraged horizons=96, 192, 336, 720 steps2026.020.4120.296
TimeMixerAveraged horizons=96, 192, 336, 720 steps2026.020.4120.296
iTransformer + DPADBackbone=iTransformer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.4160.278
ItransformerAveraged horizons=96, 192, 336, 720 steps2026.020.4160.314
iTransformer+MABase Model=iTransformer, Decomposition Module=MA, Prediction Horizon (T)=962026.030.4170.28
iTransformerBackbone=iTransformer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.4220.282
iTransformerTraining=Full-data2026.010.4280.282
iTransformerBase Model=iTransformer, Decomposition Module=None, Prediction Horizon (T)=962026.030.4280.282
LTSM-DIFFTraining=Full-data2026.010.4330.279
CALFTraining=Full-data2026.010.4390.282
TimeBridge + DPADBackbone=TimeBridge, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.4440.286
DUETPrediction Length (T)=962026.030.4510.269
TimeXer + DPADBackbone=TimeXer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.4630.284
TimeXerBackbone=TimeXer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.4660.286
PatchTSTBase Model=PatchTST, Decomposition Module=None, Prediction Horizon (T)=962026.030.4670.309
PatchTST+MABase Model=PatchTST, Decomposition Module=MA, Prediction Horizon (T)=962026.030.470.309
CycleNetPrediction Length (T)=962026.030.4710.301
TimeMixerPrediction Length (T)=962026.030.4840.297
GPT4TSTraining=Full-data2026.010.4880.317
TimesNet + DPADBackbone=TimesNet, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.5110.318
TimeLLMTraining=Full-data2026.010.5410.358
CrossformerTraining=Full-data2026.010.550.304
PatchTSTTraining=Full-data2026.010.5550.361
TimesNetAveraged horizons=96, 192, 336, 720 steps2026.020.5720.308
TimeKANPrediction Length (T)=962026.030.5770.372
SparseTSFPrediction Length (T)=962026.030.5890.339
TMDMTraining=Full-data2026.010.60.35
DLinear + DPADBackbone=DLinear, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.6130.385
TimesNetPrediction Length (T)=962026.030.6190.335
TimesNetBackbone=TimesNet, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.6330.333
NsDiff2025.050.6370.373
TMDM2025.050.6790.425
TimeDiffTraining=Full-data2026.010.680.47
DLinearBackbone=DLinear, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.6880.427
TimeBridgeBackbone=TimeBridge, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.9120.544
TimeGradTraining=Full-data2026.010.960.81
TimeGrad2025.050.9830.535
TimeDiff2025.051.350.784
DiffusionTS2025.051.4730.815
CSDI2025.051.7310.925