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ResearchFormerly WizWand

Long-term Time-series Forecasting on Electricity (MSE)

0.138MSEms-Mamba
0.132160.171580.2110.25042Apr 10, 2025Jun 18, 2025Aug 26, 2025Nov 4, 2025Jan 12, 2026Mar 22, 2026May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ms-MambaForecast length (T)=96, Lookback length (L)=962025.040.138
S-MambaForecast length (T)=96, Lookback length (L)=962025.040.139
DLinearH=962026.050.14
FreqLiteH=962026.050.14
NLinearH=962026.050.141
RLinearH=962026.050.141
iTransformerForecast length (T)=96, Lookback length (L)=962025.040.148
DLinearH=1922026.050.154
FreqLiteH=1922026.050.154
RLinearH=1922026.050.155
NLinearH=1922026.050.156
ms-MambaForecast length (T)=192, Lookback length (L)=962025.040.157
S-MambaForecast length (T)=192, Lookback length (L)=962025.040.159
iTransformerForecast length (T)=192, Lookback length (L)=962025.040.162
ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.040.167
TimesNetForecast length (T)=96, Lookback length (L)=962025.040.168
S-MambaForecast length (T)=Avg, Lookback length (L)=962025.040.17
DLinearH=3362026.050.17
FreqLiteH=3362026.050.171
NLinearH=3362026.050.172
RLinearH=3362026.050.172
ms-MambaForecast length (T)=336, Lookback length (L)=962025.040.174
S-MambaForecast length (T)=336, Lookback length (L)=962025.040.176
iTransformerForecast length (T)=336, Lookback length (L)=962025.040.178
iTransformerForecast length (T)=Avg, Lookback length (L)=962025.040.178
PatchTSTForecast length (T)=96, Lookback length (L)=962025.040.181
TimesNetForecast length (T)=192, Lookback length (L)=962025.040.184
PatchTSTForecast length (T)=192, Lookback length (L)=962025.040.188
FITSH=962026.050.188
TimesNetForecast length (T)=Avg, Lookback length (L)=962025.040.192
FEDformerForecast length (T)=96, Lookback length (L)=962025.040.193
DLinearForecast length (T)=192, Lookback length (L)=962025.040.196
DLinearForecast length (T)=96, Lookback length (L)=962025.040.197
TimesNetForecast length (T)=336, Lookback length (L)=962025.040.198
ms-MambaForecast length (T)=720, Lookback length (L)=962025.040.199
RLinearForecast length (T)=96, Lookback length (L)=962025.040.201
AutoformerForecast length (T)=96, Lookback length (L)=962025.040.201
RLinearForecast length (T)=192, Lookback length (L)=962025.040.201
FEDformerForecast length (T)=192, Lookback length (L)=962025.040.201
FITSH=1922026.050.201
PatchTSTForecast length (T)=336, Lookback length (L)=962025.040.204
S-MambaForecast length (T)=720, Lookback length (L)=962025.040.204
DLinearH=7202026.050.204
PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.040.205
DLinearForecast length (T)=336, Lookback length (L)=962025.040.209
RLinearH=7202026.050.21
FreqLiteH=7202026.050.21
NLinearH=7202026.050.211
DLinearForecast length (T)=Avg, Lookback length (L)=962025.040.212
FEDformerForecast length (T)=336, Lookback length (L)=962025.040.214
FEDformerForecast length (T)=Avg, Lookback length (L)=962025.040.214
RLinearForecast length (T)=336, Lookback length (L)=962025.040.215
FITSH=3362026.050.216
CrossformerForecast length (T)=96, Lookback length (L)=962025.040.219
RLinearForecast length (T)=Avg, Lookback length (L)=962025.040.219
TimesNetForecast length (T)=720, Lookback length (L)=962025.040.22
AutoformerForecast length (T)=192, Lookback length (L)=962025.040.222
iTransformerForecast length (T)=720, Lookback length (L)=962025.040.225
AutoformerForecast length (T)=Avg, Lookback length (L)=962025.040.227
CrossformerForecast length (T)=192, Lookback length (L)=962025.040.231
AutoformerForecast length (T)=336, Lookback length (L)=962025.040.231
TiDEForecast length (T)=192, Lookback length (L)=962025.040.236
TiDEForecast length (T)=96, Lookback length (L)=962025.040.237
CrossformerForecast length (T)=Avg, Lookback length (L)=962025.040.244
DLinearForecast length (T)=720, Lookback length (L)=962025.040.245
CrossformerForecast length (T)=336, Lookback length (L)=962025.040.246
PatchTSTForecast length (T)=720, Lookback length (L)=962025.040.246
FEDformerForecast length (T)=720, Lookback length (L)=962025.040.246
TiDEForecast length (T)=336, Lookback length (L)=962025.040.249
TiDEForecast length (T)=Avg, Lookback length (L)=962025.040.251
FITSH=7202026.050.252
AutoformerForecast length (T)=720, Lookback length (L)=962025.040.254
RLinearForecast length (T)=720, Lookback length (L)=962025.040.257
CrossformerForecast length (T)=720, Lookback length (L)=962025.040.28
TiDEForecast length (T)=720, Lookback length (L)=962025.040.284