Long-term forecasting on ETTh1 standard (test) benchmark leaderboard · SOTA2 Research

Long-term forecasting on ETTh1 standard (test)

0.349MSETimeBase

Evaluation Results

Method
TimeBase2026.06	0.349	0.384
TimeBridge2026.06	0.35	0.389
DUET2026.06	0.352	0.384
TimeMixer++2026.06	0.361	0.403
SparseTSF2026.06	0.362	0.389
GPHT2026.06	0.363	0.382
Multi-Scale Residual-Aware Representation Learning Pipeline2026.06	0.367	0.311
TimeFilter2026.06	0.37	0.394
Amplifier2026.06	0.371	0.392
xPatch2026.06	0.376	0.386
TimeXer2026.06	0.382	0.403
iTransformer2026.06	0.386	0.405
TimeMixer2026.04	0.411	0.423
TSMixer2026.04	0.412	0.428
PatchTST2026.04	0.413	0.434
ST-PT2026.04	0.437	0.434
TimesNet2026.04	0.495	0.45
Crossformer2026.04	0.6	0.557