@inproceedings{liu-etal-2026-adaptiveguard, title = "{A}daptive{G}uard: Treating Constraints as Falsifiable Hypotheses for {LLM} Agents in Dynamic Interactive Environments", author = "Liu, Pengxiang and Ren, Tao and Xiong, Wei and Li, Lijie and Wang, Junjie and Hu, Jun", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1193/", pages = "25186--25205", ISBN = "979-8-89176-462-0" }