Before revision: Collaborative multi-agent reinforcement learning (MARL) as a specific category of reinforcement learning provides effective results with agents learning from their observations, received rewards, and internal interactions between agents.
After revision: Reinforcement learning provides effective results with agents learning from their observations, received rewards, and internal interactions between agents.