The document summarizes recent research related to "theory of mind" in multi-agent reinforcement learning. It discusses three papers that propose methods for agents to infer the intentions of other agents by applying concepts from theory of mind: 1. The papers propose that in multi-agent reinforcement learning, being able to understand the intentions of other agents could help with cooperation and