@article{magemetareinforcementlearningforlanguage, title = {MAGE: Meta-Reinforcement Learning for Language Agents toward Strategic Exploration and Exploitation}, author = {Lu Yang and Zelai Xu and Minyang Xie and Jiaxuan Gao and Zhao Shok and Yu Wang and Yi Wu}, year = {2026}, eprint = {2603.03680}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.03680}, }