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**Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems** 📄
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[https://arxiv.org/abs/2508.02344](https://arxiv.org/abs/2508.02344)
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<iframe width="560" height="315" src="https://www.youtube.com/embed/k2diZSyOV6U" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
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## Abstract
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**Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems** 📄
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[https://arxiv.org/abs/2508.02344](https://arxiv.org/abs/2508.02344)
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## Introduction Video
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<iframe width="560" height="315" src="https://www.youtube.com/embed/k2diZSyOV6U" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
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## Abstract
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