Spatially anchored immersive digital twins with LLM clarifiers and discussion agents improve recall and shift feedback toward collective sustainability benefits in a randomized trial versus static text and images.
Hardy, Thomas L
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Introduces PAU as a governance architecture for municipal AI in public spaces, informed by case studies on subgroup-aware scaling (R2=0.89) and pluralistic preference data that treats neutrality as indeterminacy.
citing papers explorer
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Beyond the Townhall: Spatial Anchoring and LLM Agents for Scalable Participatory Urban Planning
Spatially anchored immersive digital twins with LLM clarifiers and discussion agents improve recall and shift feedback toward collective sustainability benefits in a randomized trial versus static text and images.