Invited by Prof. Fangxun Zhong at the Chinese University of Hong Kong, Shenzhen (CUHK-SZ) to present a talk titled “From Geometric Maps to Lifelong Actionable Scene Memory for Embodied Navigation” at the PolyU-CUHK(SZ) Joint Workshop on AI and Intelligent Robotics.