@inproceedings{chen-etal-2026-past, title = "The Past Is Prologue: A Plug-in Controller for Selective Updates in Sequentially Evolving {LLM} Memory", author = "Chen, Zihan and Dong, Songwei and Shi, Chengshuai and Wang, Peng and Wang, Song and Shen, Cong and Li, Jundong", 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.677/", pages = "15604--15620", ISBN = "979-8-89176-459-0" }