@inproceedings{zhou-etal-2026-beyond-stability, title = "Beyond the Stability-Exploration Dilemma: Environmental Regularization for {LLM} Policy Optimization", author = "Zhou, Xianlei and Meng, Xiangdi and He, Yu and Qi, Tianyu and Guan, Shuyan and Zhang, Xianli and Zhang, Jian and Li, Xin and Lin, Qika and Liu, Jun", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1586/", pages = "36071--36086", ISBN = "979-8-89176-459-0" }