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Gong-Zhen Zhang

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Open access Oct 2026

PatchRNN: A Multi-Scale Decoupled and Structure-Aware Framework for Long-Term Time Series Forecasting

Long-term time series forecasting is important in energy, transportation, and meteorology, yet existing methods struggle to model multi-scale features and preserve local sequence structure. We propose PatchRNN, a decomposition- and structure-aware framework for multivariate forecasting. Its parallel trend branch uses m...

Guo-Hu Xie, Gong-Zhen Zhang, Gen Xiong et al. · 0 citations

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