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Univariate Time Series Forecasting On

评估指标

RRSE

评测结果

各个模型在此基准测试上的表现结果

Paper TitleRepository
LST-Skip (12 step)0.1007Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks
LST-Skip (24 step)0.1007Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks
TPA-LSTM (24 step)0.1006Temporal Pattern Attention for Multivariate Time Series Forecasting
TPA-LSTM (12 step)0.0964Temporal Pattern Attention for Multivariate Time Series Forecasting
MTGNN (24 step)0.0953Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
LST-Skip (6 step) 0.0931Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks
MTGNN (12 step)0.0916Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
TPA-LSTM (6 step)0.0916Temporal Pattern Attention for Multivariate Time Series Forecasting
MTGNN (6 step)0.0878Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
LST-Skip (3 step)0.0864Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks
TPA-LSTM (3 step)0.0823Temporal Pattern Attention for Multivariate Time Series Forecasting
MTGNN (3 step)0.0745Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
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Univariate Time Series Forecasting On | SOTA | HyperAI超神经