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Multivariate Time Series Forecasting on ETTm2 (test)

0.178MSE

AutoCon

Updated 1mo 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
TimeMixer 2026.03		0.279	0.324
FilterTS 2026.03		0.279	0.323
CALF 2026.03		0.28	0.321
PatchTST 2024.06		0.281	0.326
LangTime 2026.03		0.284	0.321
TimeSqueeze 2026.03		0.284	0.332
TimeKAN 2026.03		0.285	0.331
RLinear 2024.06		0.286	0.327
Time-FFM 2026.03		0.286	0.332
HDMixer 2026.03		0.286	0.331
EntroPE 2026.03		0.286	0.335
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	-
iTransformer 2026.03		0.288	0.332
TSMixer 2024.04		0.289	0.333
PatchTST 2026.02		0.29	-
PatchTST 2026.03		0.29	0.334
TimeBase 2026.03		0.29	0.332
TimesNet 2024.06		0.291	0.333
TimesNet 2024.04		0.291	0.333
TimesNet 2026.02		0.291	-
TimesNet 2026.03		0.291	0.333
FEDformer 2024.06		0.305	0.349
FEDformer 2024.04		0.305	0.349
FEDformer 2026.03		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
Autoformer 2026.03		0.327	0.371
DLinear 2024.06		0.35	0.401
DLinear 2024.04		0.35	0.401
DLinear 2026.02		0.354	-
DLinear 2026.03		0.354	0.402
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