Multivariate long-term forecasting on ETTh1 T=720 (test) benchmark leaderboard · SOTA2 Research

Multivariate long-term forecasting on ETTh1 T=720 (test)

0.35MSEMoHETS

Evaluation Results

Method	Links
MoHETS2026.01		0.35	0.383
TimeMixer2026.01		0.375	0.4
MoHETS2026.01		0.376	0.404
FEDformer2026.01		0.376	0.419
SOFTS2026.01		0.381	0.399
TimeXer2026.01		0.382	0.403
MoHETS2026.01		0.383	0.412
TimesNet2026.01		0.384	0.402
iTransformer2026.01		0.386	0.405
DLinear2026.01		0.386	0.4
MoHETS2026.01		0.393	0.418
MoHETS2026.01		0.414	0.441
PatchTST2026.01		0.414	0.419
Crossformer2026.01		0.423	0.448
HiMTM2024.01		0.425	0.447
TimeXer2026.01		0.437	0.437
FEDformer2026.01		0.44	0.459
PatchTST2024.01		0.447	0.466
TimeMixer2026.01		0.448	0.442
SOFTS2026.01		0.449	0.442
GridTST2024.05		0.451	0.464
iTransformer2026.01		0.454	0.447
TimesNet2026.01		0.454	0.45
DLinear2026.01		0.455	0.451
PatchTST2024.05		0.456	0.471
PatchTST2026.01		0.469	0.454
DLinear2024.05		0.472	0.49
DLinear2024.01		0.472	0.49
TiDE2026.01		0.479	0.464
CrossFormer2024.05		0.481	0.512
CP-Net2024.05		0.49	0.473
iTransformer2024.05		0.496	0.501
PatchTST2024.05		0.498	0.487
FEDformer2024.05		0.506	0.507
Fedformer2024.01		0.506	0.507
Crossformer2024.01		0.508	0.514
MTSMixer2024.01		0.51	0.506
Autoformer2024.05		0.514	0.512
Autoformer2024.01		0.514	0.512
Autoformer2024.05		0.515	0.517
Dlinear2024.05		0.519	0.516
TimesNet2024.05		0.521	0.5
TimesNet2024.01		0.521	0.5
Crossformer2026.01		0.529	0.522
TiDE2026.01		0.54	0.507
Scaleformer2024.01		0.544	0.528
LightTS2024.05		0.547	0.533
MICN2024.01		0.599	0.576
Pyraformer2024.05		0.963	0.782
Informer2024.05		1.144	0.857
Informer2024.01		1.181	0.865