@misc{liao2026memqintegratingqlearningselfevolving,
      title={MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs}, 
      author={Junwei Liao and Haoting Shi and Ruiwen Zhou and Jiaqian Wang and Shengtao Zhang and Wei Zhang and Ying Wen and Zhiyu Li and Feiyu Xiong and Bo Tang and Weinan Zhang and Muning Wen},
      year={2026},
      eprint={2605.08374},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2605.08374}, 
}