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ResearchFormerly WizWand

Long-term forecasting on Traffic (MSE, MAE)

0.396MSEDUET
0.382280.474890.56750.66011May 8, 2026May 11, 2026May 14, 2026May 17, 2026May 20, 2026May 23, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DUETAveraged Horizons=42026.050.3960.256
DUETPrediction Horizons=Averaged across four2026.050.3960.256
RAFTAveraged Horizons=42026.050.4010.281
RAFTPrediction Horizons=Averaged across four2026.050.4010.281
TSCOMPModel category=AutoML2026.050.4050.271
TSCOMPAveraged Horizons=42026.050.4050.271
TSCOMPPrediction Horizons=Averaged across four2026.050.4050.271
TimeFilterInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.4070.268
SOFTSLookback Length=96, Prediction Length=avg2026.050.4090.267
GPT4TSModel category=LTSM2026.050.4140.294
MomentModel category=LTSM2026.050.4140.289
iTransformerAveraged Horizons=42026.050.4220.282
iTransformerPrediction Horizons=Averaged across four2026.050.4220.282
iTransformerInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.4280.282
MS-FLOWLookback Length=96, Prediction Length=avg2026.050.440.258
MS-FLOWInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.440.258
TimeXerLookback Length=96, Prediction Length=avg2026.050.4470.295
OLinearAveraged Horizons=42026.050.4480.247
OLinearPrediction Horizons=Averaged across four2026.050.4480.247
DUETInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.4510.268
TimeEmbLookback Length=96, Prediction Length=avg2026.050.4540.293
TimeMosaicInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.4580.283
LeddamInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.4670.294
TimeXerAveraged Horizons=42026.050.4670.288
TimeXerPrediction Horizons=Averaged across four2026.050.4670.288
TimeFuseModel category=AutoML, Evaluation protocol=Zero-shot2026.050.4710.296
TimesNetInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.4850.297
TimeFuseModel category=AutoML, Evaluation protocol=Few-shot2026.050.5010.306
TimeMixerAveraged Horizons=42026.050.5020.307
TimeMixerPrediction Horizons=Averaged across four2026.050.5020.307
PAttnAveraged Horizons=42026.050.5130.328
PAttnPrediction Horizons=Averaged across four2026.050.5130.328
xPatchInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.520.335
CrossformerInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.550.304
PatchTSTInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.5550.361
AutoGluonModel category=AutoML2026.050.5550.325
DLinearInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.050.6250.383
TimerModel category=LTSM2026.050.6440.4
AutoTSModel category=AutoML2026.050.7390.311