@inproceedings{zhan-etal-2026-forget, title = "Forget What{'}s Sensitive, Remember What Matters: Token-Level Differential Privacy in Memory Sculpting for Continual Learning", author = "Zhan, Bihao and Zhou, Jie and Li, Junsong and Yang, Yutao and Chen, Shilian and Pan, Qianjun and Li, Xin and Wu, Wen and Wu, Xingjiao and Chen, Qin and Yan, Hang and Dou, Liang and He, Liang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.39/", pages = "847--861", ISBN = "979-8-89176-459-0" }