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ResearchFormerly WizWand

Point Time Series Forecasting on ETTh1 (MAE, MSE)

0.399MAEZEUS
0.382440.494220.6060.71778Feb 2, 2025Apr 28, 2025Jul 23, 2025Oct 17, 2025Jan 11, 2026Apr 7, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ZEUSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.3990.377
KairoslProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.410.427
TotobProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.4130.435
Timer-XLprotocol=Zero-shot2025.020.4170.404
Sundialvariant=Small2025.020.4180.39
Time-MoEvariant=Large2025.020.4190.394
Moiraivariant=Base2025.020.4190.417
Sundialvariant=Large2025.020.420.395
SundiallProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.420.395
Time-MoElProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.420.394
Time-MoEvariant=Base2025.020.4240.4
Time-MoEvariant=Ultra2025.020.4260.412
ChronosBoltbProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.4290.479
ModernTCNProtocol=Supervised, Model Category=Task-Specific Model2026.070.4320.419
Sundialvariant=Base2025.020.4340.411
GPT4TSProtocol=Supervised, Model Category=Task-Specific Model2026.070.4370.438
PatchTSTProtocol=Supervised, Model Category=Task-Specific Model2026.070.4370.427
Moiraivariant=Large2025.020.4390.48
TimesFMprotocol=Zero-shot2025.020.4430.473
TimerProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.4630.499
Chronosvariant=Large2025.020.4660.588
Chronosvariant=Base2025.020.4680.591
TimesNetProtocol=Supervised, Model Category=Task-Specific Model2026.070.4690.485
UniTSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.4780.496
TimeDiff2025.050.4790.517
NsDiff2025.050.5230.594
MOMENTProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.580.715
TMDM2025.050.6070.696
CSDI2025.050.7080.949
DiffusionTS2025.050.7741.089
TimeGrad2025.050.8131.062