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Multivariate long-term forecasting on ETTh1 T=96 (test)

0.343MSE

SEG-MOE

Updated 4d ago

Evaluation Results

Method	Links
SEG-MOE 2026.01		0.343	0.381
Time-MoE 2026.01		0.349	0.379
Time-MoE 2026.01		0.349	0.379
MoHETS 2026.01		0.35	0.383
Time-MoE 2026.01		0.35	0.382
Time-MoE 2026.01		0.35	0.382
HiMTM 2024.01		0.355	0.386
Time-MoE 2026.01		0.357	0.381
Time-MoE 2026.01		0.357	0.381
GridTST 2024.05		0.368	0.395
Timer-XL 2026.01		0.369	0.391
Timer-XL 2026.01		0.369	0.391
DLinear 2024.01		0.37	0.399
DLinear 2024.05		0.375	0.399
PatchTST 2024.01		0.375	0.399
FEDformer 2024.05		0.376	0.419
Fedformer 2024.01		0.376	0.459
Moirai 2026.01		0.376	0.392
Moirai 2026.01		0.376	0.392
PatchTST 2024.05		0.378	0.4
CP-Net 2024.05		0.38	0.397
Crossformer 2024.01		0.38	0.419
Scaleformer 2024.01		0.381	0.412
Moirai 2026.01		0.381	0.388
Moirai 2026.01		0.381	0.388
TimesNet 2024.05		0.384	0.402
TimesNet 2024.01		0.384	0.402
CrossFormer 2024.05		0.386	0.425
Dlinear 2024.05		0.386	0.4
MTSMixer 2024.01		0.397	0.428
iTransformer 2024.05		0.399	0.417
Moirai 2026.01		0.401	0.402
Moirai 2026.01		0.401	0.402
MICN 2024.01		0.404	0.429
PatchTST 2024.05		0.41	0.416
LightTS 2024.05		0.424	0.432
Autoformer 2024.05		0.435	0.446
Chronos 2026.01		0.44	0.393
Chronos 2026.01		0.44	0.393
Chronos 2026.01		0.441	0.39
Chronos 2026.01		0.441	0.39
Autoformer 2024.05		0.449	0.459
Autoformer 2024.01		0.449	0.459
Pyraformer 2024.05		0.664	0.612
MOMENT 2026.01		0.688	0.557
MOMENT 2026.01		0.688	0.557
Informer 2024.01		0.865	0.713
Informer 2024.05		0.941	0.769