@article{memoryr1enhancinglargelanguagemodelagent,
  title = {Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning},
  author = {Sikuan Yan and Xiufeng Yang and Zuchao Huang and Ercong Nie and Zifeng Ding and Zonggen Li and Xiaowen Ma and Jinhe Bi and Kristian Kersting and Jeff Z. Pan and Hinrich Schütze and Volker Tresp and Yunpu Ma},
  year = {2025},
  eprint = {2508.19828},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.19828},
}