@inproceedings{mahmood-etal-2026-representation, title = "Representation-Aware Unlearning via Activation Signatures: From Suppression to Entity-Signature Attenuation", author = "Mahmood, Syed Naveed and Bhuiyan, Md Rezaur Rahman and Zaman, Tasfia and Khondaker, Jareen Tasneem and Sakib, Md. Sameer and Wadith, K. M. Shadman and Tasnim, Nazia and Sadeque, Farig", 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.528/", pages = "11066--11087", ISBN = "979-8-89176-462-0" }