MAGE: Meta-Reinforcement Learning for Language Agents toward Strategic Exploration and Exploitation

Lu Yang, Zelai Xu, Minyang Xie +4

Large Language Model (LLM) agents have demonstrated remarkable proficiency in learned tasks, yet they often struggle to adapt to non-stationary environments with feedback. While In…