LightSim: A Lightweight Cell Transmission Model Simulator for Traffic Signal Control Research

Haoran Su, Hanxiao Deng

Reinforcement learning for traffic signal control is bottlenecked by simulators: training in SUMO takes hours, reproducing results often requires days of platform-specific setup, a…