Original ResearchPublished 12 August 2026Multivariate time series forecasting with multi-view hierarchical patching and lag-coupled channel attentionXinbang Fang · Tao Ma · Ke Lu · Fen Wang · Chun LianFrontiers in Applied Mathematics and Statisticsdoi 10.3389/fams.2026.1825555