Time-series forecasting on Electricity (MAE, MSE) benchmark leaderboard · SOTA2 Research

Time-series forecasting on Electricity (MAE, MSE)

0.24MAEiTransformer

Evaluation Results

Method	Links
iTransformer2026.05		0.24	0.148
STAIR2026.05		0.245	0.148
TimeMixer2026.05		0.247	0.153
iTransformer2026.05		0.253	0.162
TimeMixer2026.05		0.256	0.166
STAIR2026.05		0.259	0.162
iTransformer2026.05		0.269	0.178
PatchTST2026.05		0.27	0.181
TimesNet2026.05		0.272	0.168
PatchTST2026.05		0.274	0.188
STAIR2026.05		0.276	0.177
TimeMixer2026.05		0.277	0.185
STNP2026.05		0.281	0.179
STNP2026.05		0.281	0.179
DLinear2026.05		0.282	0.197
DLinear2026.05		0.285	0.196
TimesNet2026.05		0.289	0.184
PatchTST2026.05		0.293	0.204
TimesNet2026.05		0.3	0.198
DLinear2026.05		0.301	0.209
STAIR2026.05		0.306	0.208
FEDformer2026.05		0.308	0.193
TimeMixer2026.05		0.31	0.225
Crossformer2026.05		0.314	0.219
Autoformer2026.05		0.317	0.201
iTransformer2026.05		0.317	0.225
TimesNet2026.05		0.32	0.22
Crossformer2026.05		0.322	0.231
PatchTST2026.05		0.324	0.246
TiDE2026.05		0.329	0.237
TiDE2026.05		0.33	0.236
DLinear2026.05		0.333	0.245
Crossformer2026.05		0.337	0.246
TiDE2026.05		0.344	0.249
LogTrans2026.05		0.357	0.258
ConvCNP2026.05		0.36	0.287
Crossformer2026.05		0.363	0.28
ANP2026.05		0.364	0.286
SConvCNP2026.05		0.364	0.284
CANP2026.05		0.366	0.285
BANP2026.05		0.367	0.289
TETNP2026.05		0.367	0.283
Informer2026.05		0.368	0.274
TiDE2026.05		0.373	0.284
BNP2026.05		0.399	0.332
CNP2026.05		0.401	0.33
Reformer2026.05		0.402	0.312
NP2026.05		0.405	0.34
TNP2026.05		0.83	1.012