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ResearchFormerly WizWand

Univariate Long-term Forecasting on Traffic

0.11MSEFiLM
0.01820.637851.25751.87715May 18, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FiLMPrediction Horizon=962022.050.110.259
FEDformerPrediction Horizon=962022.050.1310.284
FiLMPrediction Horizon=1922022.050.2070.352
LogTransPrediction Horizon=962022.050.2370.377
AutoformerPrediction Horizon=962022.050.2410.387
FEDformerPrediction Horizon=1922022.050.2770.42
ReformerPrediction Horizon=962022.050.2980.444
AutoformerPrediction Horizon=1922022.050.30.369
FiLMPrediction Horizon=3362022.050.3270.461
S4Prediction Horizon=962022.050.3440.482
S4Prediction Horizon=1922022.050.3620.494
FEDformerPrediction Horizon=3362022.050.4260.511
S4Prediction Horizon=3362022.050.4990.594
AutoformerPrediction Horizon=3362022.050.5090.524
S4Prediction Horizon=7202022.050.5520.614
InformerPrediction Horizon=962022.050.5910.615
LogTransPrediction Horizon=1922022.050.7380.619
ReformerPrediction Horizon=1922022.050.7770.719
FiLMPrediction Horizon=7202022.050.8110.708
FEDformerPrediction Horizon=7202022.051.1620.832
InformerPrediction Horizon=1922022.051.1830.912
ReformerPrediction Horizon=7202022.051.2030.956
AutoformerPrediction Horizon=7202022.051.260.867
InformerPrediction Horizon=3362022.051.3670.984
ReformerPrediction Horizon=3362022.051.8321.128
InformerPrediction Horizon=7202022.051.8721.072
LogTransPrediction Horizon=3362022.052.0181.07
LogTransPrediction Horizon=7202022.052.4051.175