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Chun Lian

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Open access Aug 2026

Multivariate time series forecasting with multi-view hierarchical patching and lag-coupled channel attention

HMV-Former, a forecasting architecture that integrates multi-view hierarchical patching with lag-coupled channel attention, is proposed, which highlights its advantages in multi-scale feature abstraction and dynamic dependency governance, and suggests its potential to support intelligent decision-making in complex syst...

Xinbang Fang, Tao Ma, Ke Lu et al. · 0 citations

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