@inproceedings{ijcai2026p265, title = {Beyond Hard Writes and Rigid Preservation: Soft Recursive Least-Squares for Lifelong LLM Editing}, author = {Wang, Xinyu and Lyu, Sicheng and Gu, Yu and Huang, Jerry and Lu, Peng and Cui, Yufei and Chang, Xiao-Wen}, booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, {IJCAI-26}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {Diego Calvanese}, pages = {2382--2390}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/265}, url = {https://doi.org/10.24963/ijcai.2026/265}, }