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

arXiv:2603.03680v1 Announce Type: new Abstract: Large Language Model LLM agents have demonstrated remarkable proficiency in learned tasks, yet they often struggle to adapt to nonstationary environments with feedback.