Univariate Forecasting on ETT benchmark leaderboard · SOTA2 Research

Univariate Forecasting on ETT

0.065MSEAutoformer

Evaluation Results

Method	Links
Autoformer2021.06		0.065	0.189
Autoformer2023.10		0.065	0.189
Dlinear2023.10		0.07	0.191
BasisFormer2023.10		0.07	0.191
FiLM2023.10		0.071	0.193
Fedformer2023.10		0.072	0.206
Informer2023.10		0.08	0.217
N-BEATS2021.06		0.082	0.219
LogTrans2021.06		0.082	0.217
Informer2021.06		0.088	0.225
DeepAR2021.06		0.099	0.237
FiLM2023.10		0.101	0.236
BasisFormer2023.10		0.101	0.238
Fedformer2023.10		0.102	0.245
Dlinear2023.10		0.104	0.238
Informer2023.10		0.112	0.259
Autoformer2021.06		0.118	0.256
Autoformer2023.10		0.118	0.256
N-BEATS2021.06		0.12	0.268
FiLM2023.10		0.129	0.273
Fedformer2023.10		0.13	0.279
Reformer2021.06		0.131	0.288
BasisFormer2023.10		0.131	0.276
Informer2021.06		0.132	0.283
LogTrans2021.06		0.133	0.284
Dlinear2023.10		0.135	0.278
DeepAR2021.06		0.154	0.31
Autoformer2021.06		0.154	0.305
Autoformer2023.10		0.154	0.305
Informer2023.10		0.166	0.314
Fedformer2023.10		0.178	0.325
FiLM2023.10		0.179	0.329
Informer2021.06		0.18	0.336
BasisFormer2023.10		0.181	0.33
Autoformer2021.06		0.182	0.335
Autoformer2023.10		0.182	0.335
Reformer2021.06		0.186	0.354
N-BEATS2021.06		0.188	0.338
Dlinear2023.10		0.188	0.332
LogTrans2021.06		0.201	0.361
ARIMA2021.06		0.211	0.362
Reformer2021.06		0.22	0.381
N-BEATS2021.06		0.226	0.37
Informer2023.10		0.228	0.38
ARIMA2021.06		0.261	0.406
Reformer2021.06		0.267	0.43
LogTrans2021.06		0.268	0.407
DeepAR2021.06		0.277	0.428
Prophet2021.06		0.287	0.456
Informer2021.06		0.3	0.435
Prophet2021.06		0.312	0.483
ARIMA2021.06		0.317	0.448
Prophet2021.06		0.331	0.474
DeepAR2021.06		0.332	0.468
ARIMA2021.06		0.366	0.487
Prophet2021.06		0.534	0.593