Multivariate long-term forecasting on ETTh1 T=192 (test) benchmark leaderboard · SOTA2 Research

Multivariate long-term forecasting on ETTh1 T=192 (test)

0.376MSEMoHETS

Evaluation Results

Method	Links
MoHETS2026.01		0.376	0.404
Time-MoE2026.01		0.384	0.404
Time-MoE2026.01		0.388	0.412
Time-MoE2026.01		0.395	0.413
HiMTM2024.01		0.401	0.417
PatchTST2024.01		0.403	0.421
DLinear2024.05		0.405	0.416
DLinear2024.01		0.405	0.416
Timer-XL2026.01		0.405	0.413
GridTST2024.05		0.409	0.418
Moirai2026.01		0.412	0.413
PatchTST2024.05		0.414	0.421
Crossformer2024.01		0.419	0.445
FEDformer2024.05		0.42	0.448
Fedformer2024.01		0.42	0.448
CrossFormer2024.05		0.434	0.456
Moirai2026.01		0.434	0.415
CP-Net2024.05		0.435	0.429
Moirai2026.01		0.435	0.421
TimesNet2024.05		0.436	0.429
TimesNet2024.01		0.436	0.429
Dlinear2024.05		0.437	0.432
iTransformer2024.05		0.442	0.446
Scaleformer2024.01		0.445	0.441
MTSMixer2024.01		0.452	0.466
Autoformer2024.05		0.456	0.457
PatchTST2024.05		0.459	0.444
LightTS2024.05		0.475	0.462
MICN2024.01		0.475	0.448
Chronos2026.01		0.492	0.426
Autoformer2024.05		0.5	0.482
Autoformer2024.01		0.5	0.482
Chronos2026.01		0.502	0.524
MOMENT2026.01		0.688	0.56
Pyraformer2024.05		0.79	0.681
Informer2024.05		1.007	0.786
Informer2024.01		1.008	0.792