2 papers
cs.LG2026
Robust Single-Agent Reinforcement Learning for Regional Traffic Signal Control Under Demand Fluctuations
Qiang Li, Jin Niu, Lina Yu
Traffic congestion, primarily driven by intersection queuing, significantly impacts urban living standards, safety, environmental quality, and economic efficiency. While Traffic Si…
cs.LG2026
Large-scale Regional Traffic Signal Control Based on Single-Agent Reinforcement Learning
Qiang Li, Jin Niu, Qin Luo +1
In the context of global urbanization and motorization, traffic congestion has become a significant issue, severely affecting the quality of life, environment, and economy. This pa…