Recently, a research team led by Assist. Prof. Hou Qingchun at ZJUI has achieved new advances in the area of linear constraint satisfaction in neural networks. The related findings have been published at AAAI Conference. The paper is authored by Zhu Haoyu, class of 2026 in Electrical Engineering at ZJUI, as the first author, with Assist. Prof. Hou Qingchun serving as the corresponding author. Additional contributors include Zhang Yao, a 2022 doctoral student in Electrical Engineering, and Ren Jiashen, class of 2026 in Electrical Engineering at ZJUI.