@inproceedings{li-zhao-2026-autonomy, title = "The Autonomy Tax: Defense Training Breaks {LLM} Agents", author = "Li, Li and Zhao, Yue", 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.52/", pages = "1179--1200", ISBN = "979-8-89176-459-0" }