Time-series forecasting on ETTh1 (MSE, MAE) benchmark leaderboard · SOTA2 Research

Time-series forecasting on ETTh1 (MSE, MAE)

0.076MSEShifTS

Evaluation Results

Method	Links
ShifTS2025.10		0.076	0.214
FOIL2025.10		0.081	0.219
RevIN2025.10		0.085	0.224
EIIL+RevIN2025.10		0.085	0.225
N-S Trans.2025.10		0.086	0.226
SAN2025.10		0.088	0.225
IRM+RevIN2025.10		0.089	0.231
IRM2025.10		0.201	0.367
EIIL2025.10		0.212	0.433
ERM2025.10		0.254	0.427
GroupDRO2025.10		0.278	0.453
VREx2025.10		0.314	0.486
TimeMixer2026.05		0.375	0.4
FEDformer2026.05		0.376	0.419
STAIR2026.05		0.382	0.389
TimesNet2026.05		0.384	0.402
iTransformer2026.05		0.386	0.405
DLinear2026.05		0.386	0.4
PatchTST2026.05		0.414	0.419
Crossformer2026.05		0.423	0.448
TimeMixer2026.05		0.429	0.421
STAIR2026.05		0.433	0.42
TimesNet2026.05		0.436	0.429
DLinear2026.05		0.437	0.432
iTransformer2026.05		0.441	0.436
Autoformer2026.05		0.449	0.459
PatchTST2026.05		0.46	0.445
Crossformer2026.05		0.471	0.474
STAIR2026.05		0.477	0.446
TiDE2026.05		0.479	0.464
DLinear2026.05		0.481	0.459
TimeMixer2026.05		0.484	0.458
STAIR2026.05		0.486	0.479
iTransformer2026.05		0.487	0.458
TimesNet2026.05		0.491	0.469
UniTS + CM2024.10		0.492	0.463
UniTS2024.10		0.495	0.463
TimeMixer2026.05		0.498	0.482
PatchTST2026.05		0.5	0.488
PatchTST2026.05		0.501	0.466
iTransformer2026.05		0.503	0.491
DLinear2026.05		0.519	0.516
TimesNet2026.05		0.521	0.5
TiDE2026.05		0.525	0.492
STNP2026.05		0.539	0.487
STNP2026.05		0.539	0.487
TiDE2026.05		0.565	0.515
Crossformer2026.05		0.57	0.546
TiDE2026.05		0.594	0.558
Crossformer2026.05		0.653	0.621
TETNP2026.05		0.723	0.639
TNP2026.05		0.8	1.106
Reformer2026.05		0.837	0.728
Informer2026.05		0.865	0.713
LogTrans2026.05		0.878	0.74
BANP2026.05		1.002	0.757
CNP2026.05		1.061	0.779
BNP2026.05		1.067	0.794
SConvCNP2026.05		1.105	0.827
CANP2026.05		1.106	0.798
NP2026.05		1.11	0.807
ConvCNP2026.05		1.139	0.837
ANP2026.05		1.182	0.82