DGLight: DQN-Guided GRPO Fine-Tuning of Large Language Models for Traffic Signal Control

Chenbo Yu

Traffic signal control (TSC) plays a central role in reducing congestion and maintaining urban mobility. This dissertation introduces DGLight, a critic-guided reinforcement-learnin…