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홈뉴스최신 연구 논문튜토리얼데이터셋백과사전SOTALLM 모델GPU 랭킹컨퍼런스
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Time Series Forecasting On Ettm2 192 1

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MAE
MSE

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이 벤치마크에서 각 모델의 성능 결과

모델 이름
MAE
MSE
Paper TitleRepository
LTBoost (drop_last=false)0.2820.210LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
TSMixer0.293-TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting-
xPatch0.280-xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
MoLE-DLinear--Mixture-of-Linear-Experts for Long-term Time Series Forecasting
DiPE-Linear--Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
TEFN0.304-Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting-
PRformer--PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
RLinear0.29-Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
SCNN--Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
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