Xiuyu Wu (吴修宇) received the B.Eng. degree from Civil Aviation University of China, Tianjin, China, in 2022, and the M.Eng. degree from Xidian University, Xi’an, China, in 2026. He is currently pursuing a Ph.D. degree in Computer Technology at VCIP, Nankai University, supervised by Prof. Ming-Ming Cheng and Prof. Yimian Dai. His research interests include image and video generation and editing, particularly generation for downstream tasks.