Multivariate long-term forecasting on Traffic standard (test) benchmark leaderboard · SOTA2 Research

Multivariate long-term forecasting on Traffic standard (test)

0.126MSEMulti-Scale Residual-Aware Representation Learning Pipeline

Evaluation Results

Method
Multi-Scale Residual-Aware Representation Learning Pipeline2026.06	0.126	0.085
TimeMixer2026.04	0.388	0.263
PatchTST2026.04	0.391	0.264
TSMixer2026.04	0.408	0.284
iTransformer2024.02	0.428	0.282
ST-PT2026.04	0.446	0.289
TimeXer2024.02	0.466	0.287
PatchTST2024.02	0.481	0.304
Crossformer2026.04	0.542	0.283
Crossformer2024.02	0.55	0.304
TimesNet2024.02	0.62	0.336
TimesNet2026.04	0.62	0.336
DLinear2024.02	0.625	0.383
RLinear2024.02	0.626	0.378
Autoformer2024.02	0.628	0.379
TiDE2024.02	0.76	0.473
SCINet2024.02	0.804	0.509