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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
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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-
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