LLMLight: Large Language Models as Traffic Signal Control Agents

The authors introduce LLMLight, a framework utilizing Large Language Models (LLMs) for traffic signal control, emphasizing effective decision-making and generalization capabilities. They propose LightGPT, a specialized LLM tailored for TSC tasks, showcasing superior effectiveness and interpretability.