@inproceedings{yan-etal-2026-memory, title = "Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning", author = "Yan, Sikuan and Yang, Xiufeng and Huang, Zuchao and Nie, Ercong and Ding, Zifeng and Li, Zonggen and Ma, Xiaowen and Bi, Jinhe and Kersting, Kristian and Pan, Jeff Z. and Schuetze, Hinrich and Tresp, Volker and Ma, Yunpu", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.583/", pages = "12805--12825", ISBN = "979-8-89176-390-6" }