2 papers
cs.SI2026
Enhancing Human Mobility Prediction with Spatially Aware LLM-based Multi-Agent Systems
Shangyu Lou, Ziqi Cui
Predicting a user's next POI is a task in human mobility modeling, yet LLM-based approaches focus on semantic reasoning from previous mobility records, while neglecting real-world…
cs.CV2026
PlaceSeek: Human-Centered Geospatial Retrieval of Urban Outdoor Places via Semantic Grounding and Affective Alignment
Ziqi Cui, Shangyu Lou
People search for urban outdoor places not only by category or function, but also by what activities a place can support and how it is perceived. Existing geospatial retrieval rema…