Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning

@inproceedings{pub17387,
    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 



Schütze, Hinrich
 and 



Tresp, Volker
 and 



Ma, Yunpu
},
    editor = {



Liakata, Maria
 and 



Moreira, Viviane P.
 and 



Zhang, Jiajun
 and 



Jurgens, David
},
    title = {Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning},
    booktitle = {Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2026, San Diego, California, United States, July 2-7, 2026. 

Annual Meeting of the Association for Computational Linguistics (ACL)
},
    year = {2026},
    pages = {12805--12825},
    publisher = {Association for Computational Linguistics}
}