LCCH: A low computational complexity hybrid model based on the half-router attention for biopharmaceutical indicators prediction. - Yichen Song; Chenxi Xia; Simengxu Qiao; Changdi Li; Qunshan He; Xinggao Liu (BIBM, 2024)

A soft sensor net based on the symplectic decomposition-global attention reconstruction architecture for biopharmaceutical industry. - Simengxu Qiao; Yichen Song; Qunshan He; Shifan Chen; He Zhang; Xinggao Liu (Appl. Soft Comput., 2025)

Gate-based GWNet for process quality filter and multioutput prediction. - Shifan Chen; Qunshan He; Peiyan Tu; Simengxu Qiao; He Zhang; Xinggao Liu (Expert Syst. Appl., 2025)