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cs.LG2025
DreamerV3 for Traffic Signal Control: Hyperparameter Tuning and Performance
Qiang Li, Yinhan Lin, Qin Luo +1
Reinforcement learning (RL) has evolved into a widely investigated technology for the development of smart TSC strategies. However, current RL algorithms necessitate excessive inte…
cs.LG2025
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…