Multivariate long-term forecasting on ETTm2 standard (test)

0.037MSEMulti-Scale Residual-Aware Representation Learning Pipeline

Evaluation results

Method
Multi-Scale Residual-Aware Representation Learning Pipeline2026.06	0.037	0.116
TimeBridge2026.06	0.157	0.243
TimeMixer2026.04	0.256	0.316
PatchTST2026.04	0.256	0.317
TSMixer2026.04	0.267	0.322
TimeXer2024.02	0.274	0.322
PatchTST2024.02	0.281	0.326
ST-PT2026.04	0.283	0.332
RLinear2024.02	0.286	0.327
iTransformer2024.02	0.288	0.332
TimesNet2024.02	0.291	0.333
TimesNet2026.04	0.291	0.333
Autoformer2024.02	0.327	0.371
DLinear2024.02	0.35	0.401
TiDE2024.02	0.358	0.404
SCINet2024.02	0.571	0.537
Crossformer2026.04	0.621	0.51
Crossformer2024.02	0.757	0.61