Original ResearchPublished 9 October 2026AHAT-Fin: an adaptive hybrid attention and market-state-aware framework for financial time-series forecastingYingli Gong · Dongdong Lv · Zhijian DuanFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1975632
EditorialPublished 10 September 2026Editorial: Smart forecasting: deep learning and explainable AI for real-world time series predictionLeonard Barolli · Antonino Ferraro · Antonio Galli · Francesco MoscatoFrontiers in Big Datadoi 10.3389/fdata.2026.1954626
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
