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ResearchFormerly WizWand

Univariate Time Series Forecasting on Traffic

0.132MSEMinusformer
0.117880.213190.30850.40381Oct 31, 2023Apr 6, 2024Sep 11, 2024Feb 16, 2025Jul 24, 2025Dec 29, 2025Jun 5, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MinusformerInput Length=96, Prediction Length=Avg2024.020.1320.212
MinusformerInput length=962024.020.1320.212
PeriodformerInput Length=144, Prediction Length=Avg2024.020.150.233
PeriodformerInput length=14402024.020.150.233
BasisFormerInput length (I)=96, Output length (O)=3362023.100.1620.254
BasisFormerInput length (I)=96, Output length (O)=1922023.100.1690.259
BasisFormerInput length (I)=96, Output length (O)=962023.100.1750.265
FEDformerInput Length=96, Prediction Length=Avg2024.020.1770.27
FEDformerInput length=962024.020.1770.27
BasisFormerInput length (I)=96, Output length (O)=7202023.100.1830.272
FiLMInput length (I)=96, Output length (O)=3362023.100.2030.284
FedformerInput length (I)=96, Output length (O)=1922023.100.2050.312
FedformerInput length (I)=96, Output length (O)=962023.100.2070.312
FiLMInput length (I)=96, Output length (O)=1922023.100.2080.284
FedformerInput length (I)=96, Output length (O)=3362023.100.2190.323
FiLMInput length (I)=96, Output length (O)=7202023.100.2310.316
DlinearInput length (I)=96, Output length (O)=3362023.100.2420.33
FedformerInput length (I)=96, Output length (O)=7202023.100.2440.344
AutoformerInput length (I)=96, Output length (O)=962023.100.2460.346
FiLMInput length (I)=96, Output length (O)=962023.100.2460.32
DlinearInput length (I)=96, Output length (O)=1922023.100.2560.345
InformerInput length (I)=96, Output length (O)=962023.100.2570.353
AutoformerInput Length=96, Prediction Length=Avg2024.020.2610.365
AutoformerInput length=962024.020.2610.365
AutoformerInput length (I)=96, Output length (O)=3362023.100.2630.371
AutoformerInput length (I)=96, Output length (O)=1922023.100.2660.37
AutoformerInput length (I)=96, Output length (O)=7202023.100.2690.372
DlinearInput length (I)=96, Output length (O)=7202023.100.2880.368
TimeFlowH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.060.2890.281
InformerInput length (I)=96, Output length (O)=1922023.100.2990.376
DlinearInput length (I)=96, Output length (O)=962023.100.3030.398
InformerInput Length=96, Prediction Length=Avg2024.020.3090.388
InformerInput length=962024.020.3090.388
InformerInput length (I)=96, Output length (O)=3362023.100.3120.387
TimeFlowH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.060.3240.298
LogTransInput Length=96, Prediction Length=Avg2024.020.3410.417
LogTransInput length=962024.020.3410.417
InformerInput length (I)=96, Output length (O)=7202023.100.3660.436
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=3362025.060.3730.292
ReformerInput Length=96, Prediction Length=Avg2024.020.3750.434
ReformerInput length=962024.020.3750.434
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=1922025.060.3770.294
DeepTimeH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.060.3820.372
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=962025.060.3830.305
CF-JEPAAvg (MSE)=0.36, Avg (MAE)=0.38, Rank (MSE)=3.17, Rank (MAE)=3.19, Rank (w/o CoST) (MSE)=2.56, Rank (w/o CoST) (MAE)=2.582026.060.40.41
TimeFlowH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.060.4070.329
TS2VecAvg=0.39, Rank=5.60, Rank (w/o CoST)=4.752026.060.41—
TimeFlowH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.060.4130.327
DeepTimeH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.060.4190.411
DeepTimeH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.060.4460.397
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=7202025.060.4480.313
DeepTimeH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.060.4850.406