A three-cycle LLM urban planning loop raised simulated residents' average experience score from 65.03 to 69.03 in one Beijing case study, while accessibility and ecology scores did not improve.
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LiPUP-MA: A Residential Experience-centric Multi-Agent Framework for Living-in-the-loop Participatory Urban Planning
A three-cycle LLM urban planning loop raised simulated residents' average experience score from 65.03 to 69.03 in one Beijing case study, while accessibility and ecology scores did not improve.