Abstract Simultaneous control of multiple characters has been a research topic that extensively pursued for applications in computer games and animations, such as crowd simulation, controlling two carrying objects or fighting with one another team playing collective sports. With the advance deep learning reinforcement learning, there is growing interest applying multi-agent intelligently to pro...