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  # One for All: LLM guided zero-shot HVAC control
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  ## Abstract
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- HVAC controllers are widely deployed across buildings with dif-
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- ferent layouts, sensing configurations, climates, and occupancy
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- patterns. In practice, controllers tuned for one building often de-
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- grade when applied to another, leading to inconsistent energy effi-
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- ciency and occupant comfort. Many learning-based HVAC control
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  methods rely on building-specific training, retraining, or expert
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  intervention, which is often impractical or costly at scale.
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  To address these challenges, we present Gen-HVAC, an LLM-
 
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  # One for All: LLM guided zero-shot HVAC control
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  ## Abstract
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+ HVAC controllers are widely deployed across buildings with different layouts, sensing configurations, climates, and occupancy
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+ patterns. In practice, controllers tuned for one building often degrade when applied to another, leading to inconsistent energy efficiency and occupant comfort. Many learning-based HVAC control
 
 
 
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  methods rely on building-specific training, retraining, or expert
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  intervention, which is often impractical or costly at scale.
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  To address these challenges, we present Gen-HVAC, an LLM-