Lessons from A Large Language Model-based Outdoor Trail Recommendation Chatbot with Retrieval Augmented Generation
         
 Julia Ann Mathe and Suining He
 From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models
         
 Yihong Tang, Ao Qu, Xujing Yu, Weipeng Deng, Jun Ma, Jinhua Zhao and Lijun Sun
  SIGMUS: Semantic Integration for Knowledge Graphs in Multimodal Urban Spaces
         
 Brian Wang and Mani Srivastava
 Towards Conversational Spatial Optimization: An LLM-Driven Decision Support System for Geospatial Facility Location Problems
         
 Jiavi Zheng and Shaohua Wang
 Evaluating Attribute Inference Risks in Urban Care Taxi Arrival Time Prediction Models Using Geospatial Data
         
 Yuya Takeuchi, Haruki Yonekura, Kyosuke Yamashita and Hirozumi Yamaguchi
 Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping
         
 Farshid Nooshi and Suining He