Shang-Ling Hsu

Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement

Recent progress in geospatial foundation models highlights the importance of learning general-purpose representations for real-world locations, particularly points-of-interest (POIs) where human activity concentrates. Existing approaches, however, focus primarily on place identity derived from stati…