Haipeng Peng

RobustLight: Improving Robustness via Diffusion Reinforcement Learning for Traffic Signal Control

Reinforcement Learning (RL) optimizes Traffic Signal Control (TSC) to reduce congestion and emissions, but real-world TSC systems face challenges like adversarial attacks and missing data, leading to incorrect signal decisions and increased congestion. Existing methods, limited to offline data predi…