AINeutralarXiv – CS AI · 3h ago6/10
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OccuReward: LLM-Guided Occupant-Centric Reward Shaping for Demographic Equity in Grid-Interactive Buildings
Researchers introduce OccuReward, an LLM-guided framework that shapes reward functions for AI-controlled building energy systems to promote demographic equity in occupant comfort. Testing with four occupant profiles reveals significant disparities in initial AI performance, with elderly female occupants experiencing lowest satisfaction, though targeted refinement achieved dramatic improvements (567% for elderly females) while reducing energy costs by 3.2%.
🧠 Gemini