Multivariate long-term forecasting on ETTh1 T=96 (test) benchmark leaderboard · SOTA2 Research

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

0.343MSESEG-MOE

Evaluation Results

Method	Links
SEG-MOE2026.01		0.343	0.381
Time-MoE2026.01		0.349	0.379
Time-MoE2026.01		0.349	0.379
MoHETS2026.01		0.35	0.383
Time-MoE2026.01		0.35	0.382
Time-MoE2026.01		0.35	0.382
HiMTM2024.01		0.355	0.386
Time-MoE2026.01		0.357	0.381
Time-MoE2026.01		0.357	0.381
GridTST2024.05		0.368	0.395
Timer-XL2026.01		0.369	0.391
Timer-XL2026.01		0.369	0.391
DLinear2024.01		0.37	0.399
DLinear2024.05		0.375	0.399
PatchTST2024.01		0.375	0.399
FEDformer2024.05		0.376	0.419
Fedformer2024.01		0.376	0.459
Moirai2026.01		0.376	0.392
Moirai2026.01		0.376	0.392
PatchTST2024.05		0.378	0.4
CP-Net2024.05		0.38	0.397
Crossformer2024.01		0.38	0.419
Scaleformer2024.01		0.381	0.412
Moirai2026.01		0.381	0.388
Moirai2026.01		0.381	0.388
TimesNet2024.05		0.384	0.402
TimesNet2024.01		0.384	0.402
CrossFormer2024.05		0.386	0.425
Dlinear2024.05		0.386	0.4
MTSMixer2024.01		0.397	0.428
iTransformer2024.05		0.399	0.417
Moirai2026.01		0.401	0.402
Moirai2026.01		0.401	0.402
MICN2024.01		0.404	0.429
PatchTST2024.05		0.41	0.416
LightTS2024.05		0.424	0.432
Autoformer2024.05		0.435	0.446
Chronos2026.01		0.44	0.393
Chronos2026.01		0.44	0.393
Chronos2026.01		0.441	0.39
Chronos2026.01		0.441	0.39
Autoformer2024.05		0.449	0.459
Autoformer2024.01		0.449	0.459
Pyraformer2024.05		0.664	0.612
MOMENT2026.01		0.688	0.557
MOMENT2026.01		0.688	0.557
Informer2024.01		0.865	0.713
Informer2024.05		0.941	0.769