@misc{jiang2026memcon,
  title={Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents},
  author={Jiang, Eric Hanchen and Zhang, Zhi and Wu, Yuchen and others},
  year={2026},
  eprint={2607.13591},
  archivePrefix={arXiv}
}

@misc{yu2026agenticmemory,
  title={Agentic Memory: Learning Unified Long-Term and Short-Term Memory Management for Large Language Model Agents},
  author={Yu, Yi and Yao, Liuyi and Xie, Yuexiang and others},
  year={2026},
  eprint={2601.01885},
  archivePrefix={arXiv}
}

@misc{sun2026verifiablememory,
  title={Verifiable Memory: Learning Unified Memory Management with Local and Global Verifiers for Large Language Model Agents},
  author={Sun, Xiaolong and Wang, Qichao and Li, Hangyu and Chen, Liang},
  year={2026},
  eprint={2608.03137},
  archivePrefix={arXiv}
}

@misc{pershin2026calibrationgated,
  title={Calibration-Gated LLM Pseudo-Observations for Online Contextual Bandits},
  author={Pershin, Maksim and Golovanov, Ivan and Baltabaev, Pavel and Trankova, Natalia},
  year={2026},
  eprint={2604.14961},
  archivePrefix={arXiv}
}

@misc{liang2026onlineconformal,
  title={Optimal training-conditional regret for online conformal prediction},
  author={Liang, Jiadong and Ren, Zhimei and Chen, Yuxin},
  year={2026},
  eprint={2602.16537},
  archivePrefix={arXiv}
}

@misc{chao2026stale,
  title={STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?},
  author={Chao, Hanxiang and Bai, Yihan and Sheng, Rui and Li, Tianle and Sun, Yushi},
  year={2026},
  eprint={2605.06527},
  archivePrefix={arXiv}
}

@misc{wu2026forget,
  title={Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory},
  author={Wu, Beining and Ding, Zihao and Huang, Jun and Zhao, Yanxiao},
  year={2026},
  eprint={2606.25115},
  archivePrefix={arXiv}
}