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ResearchFormerly WizWand

Univariate long sequence time-series forecasting on Weather

0.12MSEFiLM
-0.029560.979971.98952.99903Oct 31, 2021Dec 3, 2021Jan 5, 2022Feb 7, 2022Mar 12, 2022Apr 14, 2022May 18, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FiLMPrediction Horizon=1922022.050.120.199
FiLMPrediction Horizon=3362022.050.1280.212
FiLMPrediction Horizon=962022.050.1440.215
FiLMPrediction Horizon=7202022.050.1530.252
FEDformerPrediction Horizon=962022.050.170.263
S4Prediction Horizon=1922022.050.1720.272
FEDformerPrediction Horizon=1922022.050.1730.265
FEDformerPrediction Horizon=3362022.050.1780.266
S4Prediction Horizon=3362022.050.1780.278
FEDformerPrediction Horizon=7202022.050.1870.286
S4Prediction Horizon=962022.050.1940.29
LogTransPrediction Horizon=962022.050.2260.317
S42021.100.2450.375
AutoformerPrediction Horizon=962022.050.2460.346
InformerPrediction Horizon=962022.050.2570.353
AutoformerPrediction Horizon=3362022.050.2630.371
S4Prediction Horizon=7202022.050.2630.386
AutoformerPrediction Horizon=1922022.050.2660.37
AutoformerPrediction Horizon=7202022.050.2690.372
InformerPrediction Horizon=1922022.050.2990.376
InformerPrediction Horizon=3362022.050.3120.387
ReformerPrediction Horizon=962022.050.3130.383
LogTransPrediction Horizon=1922022.050.3140.408
Informer2021.100.3590.466
InformerPrediction Horizon=7202022.050.3660.436
ReformerPrediction Horizon=7202022.050.3780.433
ReformerPrediction Horizon=1922022.050.3860.453
LogTransPrediction Horizon=3362022.050.3870.453
LogTrans2021.100.3880.499
ReformerPrediction Horizon=3362022.050.4230.468
LogTransPrediction Horizon=7202022.050.4910.437
DeepAR2021.100.4990.596
LSTMa2021.100.8660.809
ARIMA2021.101.0620.943
Reformer2021.102.0871.534
Prophet2021.103.8591.144