@inproceedings{choi-etal-2026-membrane, title = "Membrane: A Self-Evolving Contrastive Safety Memory for {LLM} Agent Defense", author = "Choi, Minseok and Yang, Seungbin and Kim, Dongjin and Kim, Subin and Son, Jungmin and Lee, Yunseung and Choo, Jaegul and Kwak, Youngjun", 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.2651/", pages = "60320--60354", ISBN = "979-8-89176-459-0" }