3 papers
eess.SY2026
A Distributionally Robust Multi-agent Reinforcement Learning Framework for Intelligent Intersection Control
Shuwei Pei, Joran Borger, Arda Kosay +3
Multi-agent reinforcement learning (MARL) has emerged as a promising approach for traffic signal control. However, standard MARL policies typically optimize for expected returns un…
cs.GT2026
Controlling Traffic without Tolls: A Non-Monetary Framework for Autonomous Intersections
Arda Kosay, Yusuf Saltan, Jyun-Jhe Wang +2
The increasing complexity of urban transportation systems, driven by connected and automated vehicles, calls for new modeling paradigms and scalable control strategies. We propose…
eess.SY2025
Distributionally Robust Multi-Agent Reinforcement Learning for Intelligent Traffic Control
Shuwei Pei, Joran Borger, Arda Kosay +2
Learning-based traffic signal control is typically optimized for average performance under a few nominal demand patterns, which can result in poor behavior under atypical traffic c…