Muhammed O. Sayin

A Distributionally Robust Multi-agent Reinforcement Learning Framework for Intelligent Intersection Control

Shuwei Pei, Joran Borger, Arda Kosay, Bayu Jayawardhana, Muhammed O. Sayin, Saeed Ahmed

Multi-agent reinforcement learning (MARL) has emerged as a promising approach for traffic signal control. However, standard MARL policies typically optimize for expected returns under nominal conditions, leaving them highly vulnerable to spatial-temporal demand shifts and catastr…Read more