Quantifying the Impact of Non-Stationarity in Reinforcement Learning-Based Traffic Signal Control

Lucas N. Alegre, Ana L. C. Bazzan, Bruno C. da Silva

In reinforcement learning (RL), dealing with non-stationarity is a challenging issue. However, some domains such as traffic optimization are inherently non-stationary. Causes for a…