@inproceedings{lia-mazumder-2026-learning, title = "Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning", author = "Lia, Nusrat Jahan and Mazumder, Aritra", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.177/", pages = "2999--3024", ISBN = "979-8-89176-460-6" }