Univariate Time-Series Forecasting on ETTm1

0.019MSESCINet

Evaluation Results

Method
SCINet2021.06	0.019	0.084
Autoformer2021.06	0.025	0.122
SCINet2021.06	0.025	0.106
Pathformer2024.02	0.029	0.126
Informer2021.06	0.03	0.137
PatchTST2024.02	0.03	0.127
N-Beats2021.06	0.031	0.117
FEDformer2024.02	0.033	0.14
Autoformer2021.06	0.039	0.156
SCINet2021.06	0.039	0.138
Pathformer2024.02	0.042	0.16
PatchTST2024.02	0.043	0.165
Minusformer2024.02	0.052	0.172
Minusformer2024.02	0.052	0.172
N-Beats2021.06	0.056	0.168
Autoformer2024.02	0.056	0.183
Autoformer2021.06	0.057	0.184
SCINet2021.06	0.057	0.183
Pathformer2024.02	0.058	0.185
FEDformer2024.02	0.058	0.186
Periodformer2024.02	0.059	0.201
Periodformer2024.02	0.059	0.201
PatchTST2024.02	0.059	0.185
Informer2021.06	0.069	0.203
FEDformer2024.02	0.069	0.202
FEDformer2024.02	0.069	0.202
Pathformer2024.02	0.079	0.217
Autoformer2024.02	0.081	0.221
Autoformer2024.02	0.081	0.221
PatchTST2024.02	0.081	0.218
Autoformer2024.02	0.081	0.216
FEDformer2024.02	0.084	0.231
ARIMA2021.06	0.09	0.206
DeepAR2021.06	0.091	0.243
N-Beats2021.06	0.095	0.234
Autoformer2024.02	0.096	0.218
FEDformer2024.02	0.102	0.25
Autoformer2021.06	0.103	0.253
SCINet2021.06	0.103	0.252
Autoformer2021.06	0.11	0.261
Autoformer2024.02	0.11	0.267
DeepAR2021.06	0.12	0.362
CF-JEPA2026.06	0.13	0.26
TS2Vec2026.06	0.15	—
N-Beats2021.06	0.157	0.311
ARIMA2021.06	0.179	0.306
Prophet2021.06	0.194	0.396
Informer2021.06	0.194	0.372
N-Beats2021.06	0.207	0.37
LogTrans2024.02	0.231	0.382
LogTrans2024.02	0.231	0.382
DeepAR2021.06	0.243	0.496
ARIMA2021.06	0.272	0.399
Informer2024.02	0.281	0.441
Informer2024.02	0.281	0.441
Prophet2021.06	0.304	0.574
DeepAR2021.06	0.362	0.795
Prophet2021.06	0.364	1.174
Informer2021.06	0.401	0.554
ARIMA2021.06	0.462	0.558
DeepAR2021.06	0.496	1.352
Informer2021.06	0.512	0.644
Reformer2024.02	0.523	0.536
Reformer2024.02	0.523	0.536
ARIMA2021.06	0.639	0.697
Prophet2021.06	0.948	0.29
Prophet2021.06	2.437	0.58