HyperAI超神经

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HyperAI超神经

Time Series Forecasting On Ettm1 192 1

评估指标

Accuracy

MSE

评测结果

各个模型在此基准测试上的表现结果

模型名称	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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