I am a PhD student in Pattern Analysis and Learning (PAL) Group at the Institute of Automation, Chinese Academy of Sciences, supervised by Professor Xu-Yao Zhang. I have previously conducted research in computer vision, multimodal learning and reasoning. My current research focuses on multimodal memory, MLLMs reasoning, and agents.