Univariate long sequence time-series forecasting on Weather benchmark leaderboard · SOTA2 Research

Univariate long sequence time-series forecasting on Weather

0.12MSEFiLM

Evaluation Results

Method	Links
FiLM2022.05		0.12	0.199
FiLM2022.05		0.128	0.212
FiLM2022.05		0.144	0.215
FiLM2022.05		0.153	0.252
FEDformer2022.05		0.17	0.263
S42022.05		0.172	0.272
FEDformer2022.05		0.173	0.265
FEDformer2022.05		0.178	0.266
S42022.05		0.178	0.278
FEDformer2022.05		0.187	0.286
S42022.05		0.194	0.29
LogTrans2022.05		0.226	0.317
S42021.10		0.245	0.375
Autoformer2022.05		0.246	0.346
Informer2022.05		0.257	0.353
Autoformer2022.05		0.263	0.371
S42022.05		0.263	0.386
Autoformer2022.05		0.266	0.37
Autoformer2022.05		0.269	0.372
Informer2022.05		0.299	0.376
Informer2022.05		0.312	0.387
Reformer2022.05		0.313	0.383
LogTrans2022.05		0.314	0.408
Informer2021.10		0.359	0.466
Informer2022.05		0.366	0.436
Reformer2022.05		0.378	0.433
Reformer2022.05		0.386	0.453
LogTrans2022.05		0.387	0.453
LogTrans2021.10		0.388	0.499
Reformer2022.05		0.423	0.468
LogTrans2022.05		0.491	0.437
DeepAR2021.10		0.499	0.596
LSTMa2021.10		0.866	0.809
ARIMA2021.10		1.062	0.943
Reformer2021.10		2.087	1.534
Prophet2021.10		3.859	1.144