@inproceedings{dezaki-etal-2026-critics, title = "When Critics Go Stale: Benchmarking Safety Guardrail Degradation Under Environment Drift", author = "Dezaki, Fatemeh Taheri and Kolasani, Lakshman and Bhaumik, Ankita and Rao, Siddartha Sathyamoorthy and Jain, Ayush", editor = "Kamalloo, Ehsan and Gontier, Nicolas and Rozanov, Nikolai and Hashemzadeh, Maryam and Arora, Akhil", booktitle = "Proceedings of the Second Workshop for {RE}search on Agent Language Models ({REALM} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.realm-1.63/", pages = "922--929", ISBN = "979-8-89176-485-9" }