@inproceedings{tong-etal-2026-rlshield, title = "{RLS}hield: Dynamic Jailbreak Detection for {LLM}s via Reinforced Adaptive Learning", author = "Tong, Zhao and Yang, Pengfei and Gu, Yimeng and Shi, Haichao and Liu, Qiang and Xu, Xingcheng and Wu, Shu and Zhang, Xiao-Yu", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1182/", pages = "23615--23630", ISBN = "979-8-89176-395-1" }