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

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

0.158MSECrossformer

Evaluation Results

Method	Links
Crossformer2026.04		0.158	0.23	—
GeoCert2026.04		0.168	0.207	72.4
TimesNet2026.04		0.172	0.22	—
iTransformer2026.04		0.174	0.214	—
PatchTST2026.04		0.177	0.218	—
RLinear2026.04		0.192	0.232	—
DLinear2026.04		0.196	0.255	—
TiDE2026.04		0.202	0.261	—
Crossformer2026.04		0.206	0.277	—
FEDformer2026.04		0.217	0.296	—
GeoCert2026.04		0.219	0.253	59.5
TimesNet2026.04		0.219	0.261	—
iTransformer2026.04		0.221	0.254	—
PatchTST2026.04		0.225	0.259	—
DLinear2026.04		0.237	0.296	—
RLinear2026.04		0.24	0.271	—
TiDE2026.04		0.242	0.298	—
Autoformer2026.04		0.266	0.336	—
Crossformer2026.04		0.272	0.335	—
FEDformer2026.04		0.276	0.336	—
GeoCert2026.04		0.278	0.297	58.7
iTransformer2026.04		0.278	0.296	—
PatchTST2026.04		0.278	0.297	—
TimesNet2026.04		0.28	0.306	—
DLinear2026.04		0.283	0.335	—
TiDE2026.04		0.287	0.335	—
RLinear2026.04		0.292	0.307	—
Autoformer2026.04		0.307	0.367	—
FEDformer2026.04		0.339	0.38	—
DLinear2026.04		0.345	0.381	—
TiDE2026.04		0.351	0.386	—
PatchTST2026.04		0.354	0.348	—
GeoCert2026.04		0.357	0.347	86
iTransformer2026.04		0.358	0.347	—
Autoformer2026.04		0.359	0.395	—
RLinear2026.04		0.364	0.353	—
TimesNet2026.04		0.365	0.359	—
Crossformer2026.04		0.398	0.418	—
FEDformer2026.04		0.403	0.428	—
Autoformer2026.04		0.419	0.428	—