13 citations · 14 across the 2 of their papers we have counts for
3 papers
cs.LG2025
CFLight: Enhancing Safety with Traffic Signal Control through Counterfactual Learning
Mingyuan Li, Chunyu Liu, Zhuojun Li +5
Traffic accidents result in millions of injuries and fatalities globally, with a significant number occurring at intersections each year. Traffic Signal Control (TSC) is an effecti…
eess.SY2025★ 1 cited
FuzzyLight: A Robust Two-Stage Fuzzy Approach for Traffic Signal Control Works in Real Cities
Mingyuan Li, Jiahao Wang, Bo Du +2
Effective traffic signal control (TSC) is crucial in mitigating urban congestion and reducing emissions. Recently, reinforcement learning (RL) has been the research trend for TSC.…
cs.AI2021★ 13 cited
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control
Liang Zhang, Qiang Wu, Jun Shen +3
Many studies confirmed that a proper traffic state representation is more important than complex algorithms for the classical traffic signal control (TSC) problem. In this paper, w…