HyperAI초신경

홈 뉴스 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Time Series Forecasting On Ettm1 192 1

평가 지표

Accuracy

MSE

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Accuracy	MSE	Paper Title	Repository
xPatch	0.355	0.315	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
DiPE-Linear	-	0.339	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
PRformer	-	0.324	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
SCNN	-	0.327	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
LTBoost (drop_last=false)	-	0.316	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting	-
TSMixer	-	0.333	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
RLinear	-	0.335	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
MoLE-DLinear	-	0.328	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
TEFN	-	0.381	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting

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