Multivariate Time-series Forecasting on Electricity (MSE, MAE, Certification Rate) benchmark leaderboard · SOTA2 Research

Multivariate Time-series Forecasting on Electricity (MSE, MAE, Certification Rate)

0.147MSEGeoCert

Evaluation Results

Method	Links
GeoCert2026.04		0.147	0.239	92.3
iTransformer2026.04		0.148	0.24	—
GeoCert2026.04		0.161	0.252	82.9
iTransformer2026.04		0.162	0.253	—
TimesNet2026.04		0.168	0.272	—
iTransformer2026.04		0.178	0.269	—
GeoCert2026.04		0.179	0.27	72.6
PatchTST2026.04		0.181	0.27	—
TimesNet2026.04		0.184	0.289	—
PatchTST2026.04		0.188	0.274	—
FEDformer2026.04		0.193	0.308	—
DLinear2026.04		0.196	0.285	—
DLinear2026.04		0.197	0.282	—
TimesNet2026.04		0.198	0.3	—
RLinear2026.04		0.201	0.281	—
RLinear2026.04		0.201	0.283	—
FEDformer2026.04		0.201	0.315	—
Autoformer2026.04		0.201	0.317	—
PatchTST2026.04		0.204	0.293	—
DLinear2026.04		0.209	0.301	—
GeoCert2026.04		0.211	0.3	52.4
FEDformer2026.04		0.214	0.329	—
RLinear2026.04		0.215	0.298	—
Crossformer2026.04		0.219	0.314	—
TimesNet2026.04		0.22	0.32	—
Autoformer2026.04		0.222	0.334	—
iTransformer2026.04		0.225	0.317	—
Crossformer2026.04		0.231	0.322	—
Autoformer2026.04		0.231	0.338	—
TiDE2026.04		0.236	0.33	—
TiDE2026.04		0.237	0.329	—
DLinear2026.04		0.245	0.333	—
PatchTST2026.04		0.246	0.324	—
Crossformer2026.04		0.246	0.337	—
FEDformer2026.04		0.246	0.355	—
TiDE2026.04		0.249	0.344	—
Autoformer2026.04		0.254	0.361	—
RLinear2026.04		0.257	0.331	—
Crossformer2026.04		0.28	0.363	—
TiDE2026.04		0.284	0.373	—