A major challenge concerning a mixed traffic flow system, composed of connected autonomous vehicles (CAVs) and human driven vehicles (HDVs), is how to improve overall efficiency and safety by assigning appropriate control strategies to CAVs. Multi-agent deep reinforcement learning (MADRL) is a...