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

0.35MSE

MoHETS

Updated 4d ago

Evaluation Results

Method	Links
MoHETS 2026.01		0.35	0.383
TimeMixer 2026.01		0.375	0.4
MoHETS 2026.01		0.376	0.404
FEDformer 2026.01		0.376	0.419
SOFTS 2026.01		0.381	0.399
TimeXer 2026.01		0.382	0.403
MoHETS 2026.01		0.383	0.412
TimesNet 2026.01		0.384	0.402
iTransformer 2026.01		0.386	0.405
DLinear 2026.01		0.386	0.4
MoHETS 2026.01		0.393	0.418
MoHETS 2026.01		0.414	0.441
PatchTST 2026.01		0.414	0.419
Crossformer 2026.01		0.423	0.448
HiMTM 2024.01		0.425	0.447
TimeXer 2026.01		0.437	0.437
FEDformer 2026.01		0.44	0.459
PatchTST 2024.01		0.447	0.466
TimeMixer 2026.01		0.448	0.442
SOFTS 2026.01		0.449	0.442
GridTST 2024.05		0.451	0.464
iTransformer 2026.01		0.454	0.447
TimesNet 2026.01		0.454	0.45
DLinear 2026.01		0.455	0.451
PatchTST 2024.05		0.456	0.471
PatchTST 2026.01		0.469	0.454
DLinear 2024.05		0.472	0.49
DLinear 2024.01		0.472	0.49
TiDE 2026.01		0.479	0.464
CrossFormer 2024.05		0.481	0.512
CP-Net 2024.05		0.49	0.473
iTransformer 2024.05		0.496	0.501
PatchTST 2024.05		0.498	0.487
FEDformer 2024.05		0.506	0.507
Fedformer 2024.01		0.506	0.507
Crossformer 2024.01		0.508	0.514
MTSMixer 2024.01		0.51	0.506
Autoformer 2024.05		0.514	0.512
Autoformer 2024.01		0.514	0.512
Autoformer 2024.05		0.515	0.517
Dlinear 2024.05		0.519	0.516
TimesNet 2024.05		0.521	0.5
TimesNet 2024.01		0.521	0.5
Crossformer 2026.01		0.529	0.522
TiDE 2026.01		0.54	0.507
Scaleformer 2024.01		0.544	0.528
LightTS 2024.05		0.547	0.533
MICN 2024.01		0.599	0.576
Pyraformer 2024.05		0.963	0.782
Informer 2024.05		1.144	0.857
Informer 2024.01		1.181	0.865