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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…
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…