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Multivariate Time Series Forecasting on ETTm2 (test)

0.178MSE

AutoCon

Updated 4d ago

Evaluation Results

Method	Links
AutoCon 2024.02		0.178	0.26
SEG-MOE 2026.01		0.257	0.308
TimeMixer++ 2026.02		0.269	-
OLinear 2026.02		0.27	-
TimeMixer 2026.02		0.275	-
StretchTime 2026.02		0.276	-
Fredformer 2024.06		0.279	0.324
PatchTST 2024.06		0.281	0.326
RLinear 2024.06		0.286	0.327
SOFTS 2024.04		0.287	0.33
PatchTST 2024.04		0.287	0.33
RoPE 2026.02		0.287	-
iTransformer 2024.06		0.288	0.332
iTransformer 2024.04		0.288	0.332
iTransformer 2026.02		0.288	-
TSMixer 2024.04		0.289	0.333
PatchTST 2026.02		0.29	-
TimesNet 2024.06		0.291	0.333
TimesNet 2024.04		0.291	0.333
TimesNet 2026.02		0.291	-
FEDformer 2024.06		0.305	0.349
FEDformer 2024.04		0.305	0.349
Stationary 2024.06		0.306	0.347
Stationary 2024.04		0.306	0.347
Autoformer 2024.06		0.327	0.371
DLinear 2024.06		0.35	0.401
DLinear 2024.04		0.35	0.401
DLinear 2026.02		0.354	-
TiDE 2024.06		0.358	0.404
TiDE 2024.04		0.358	0.404
SCINet 2024.06		0.571	0.537
SCINet 2024.04		0.571	0.537
LightTS 2024.02		0.675	0.587
Crossformer 2024.06		0.757	0.61
Crossformer 2024.04		0.757	0.61