Minxiao Chen

G²PRO: Gradient-guided Graph Prompt Optimization for LLM-based POI Recommendation

Large Language Models (LLMs) have shown strong potential for sequential reasoning, creating new opportunities for next Point-of-Interest (POI) recommendation. However, applying LLMs to POI prediction remains challenging due to the modality gap between textual semantics and continuous spatio-temporal signals. Existing r...