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ResearchFormerly WizWand

Point Time Series Forecasting on ETTm1

0.359MAEZEUS
0.340120.467560.5950.72244Feb 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 Model2026.070.3590.322
KairoslProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.3650.348
ChronosBoltbProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.3680.395
Sundialvariant=Large, protocol=Zero-shot, prediction lengths={96, 192, 336, 720}2025.020.3690.331
SundiallProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.3690.331
ModernTCNProtocol=Supervised, Model Category=Task-Specific Model2026.070.3760.346
PatchTSTProtocol=Supervised, Model Category=Task-Specific Model2026.070.3760.346
Sundialvariant=Base, protocol=Zero-shot, prediction lengths={96, 192, 336, 720}2025.020.3770.336
GPT4TSProtocol=Supervised, Model Category=Task-Specific Model2026.070.3830.357
Moiraivariant=Base, protocol=Zero-shot2025.020.3850.406
Sundialvariant=Small, protocol=Zero-shot, prediction lengths={96, 192, 336, 720}2025.020.3880.354
Time-MoEvariant=Ultra, protocol=Zero-shot2025.020.3910.356
Moiraivariant=Large, protocol=Zero-shot2025.020.3910.422
Timer-XLprotocol=Zero-shot2025.020.3920.373
TotobProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.3960.378
Time-MoEvariant=Large, protocol=Zero-shot2025.020.4050.376
Time-MoElProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.070.4050.376
Time-MoEvariant=Base, protocol=Zero-shot2025.020.4150.394
TimesFMprotocol=Zero-shot2025.020.4180.433
TimesNetProtocol=Supervised, Model Category=Task-Specific Model2026.070.4280.458
TMDM2025.050.4550.494
NsDiff2025.050.4550.488
Chronosvariant=Large, protocol=Zero-shot2025.020.4650.555
TimeDiff2025.050.4770.537
Chronosvariant=Base, protocol=Zero-shot2025.020.50.645
UniTSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.5380.69
MOMENTProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.5540.714
TimerProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.070.5930.837
DiffusionTS2025.050.7441.03
CSDI2025.050.7521.002
TimeGrad2025.050.8311.218