@inproceedings{lyu-etal-2026-evoedit, title = "{E}vo{E}dit: Evolving Null-space Alignment for Robust and Efficient Knowledge Editing", author = "Lyu, Sicheng and Gu, Yu and Wang, Xinyu and Huang, Jerry and Luan, Sitao and Cui, Yufei and Chang, Xiao-Wen and Lu, Peng", 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.75/", pages = "1520--1540", ISBN = "979-8-89176-395-1" }