Song Gao

Multi-Agent Collaborative Reasoning with Tool-Augmented Evidence for Urban Region Profiling

This work proposes UrbanAgent, an agentic framework that reframes urban region profiling as a reasoning-driven inference problem, and extends indicator prediction as a closed-loop process of active evidence acquisition and iterative reasoning, enabling agents to verify uncertain inferences through tool-augmented retrie...