@inproceedings{bui-etal-2026-agopns, title = "{AGOPN}s: Null-Space Activation Steering for Jailbreak Defense via Average Gradient Outer Product Concept Extraction", author = "Bui, Minh-Nguyen and Phan, Binh-Phuong and Doan, Thanh-Khang and Huynh-Gia, Bao and Nguyen, Phung-Anh", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {IJCNLP}-{AACL} 2026", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-aacl.91/", pages = "1832--1849", ISBN = "979-8-89176-444-6" }