@misc{xie2026dynamicmem,
  title={DynamicMem: A Long-Horizon Memory Benchmark in Real-World Settings},
  author={Xie, Wenya and Zhou, Shengming and Li, Zelin and others},
  year={2026},
  eprint={2606.22877},
  archivePrefix={arXiv}
}

@misc{shu2026agentcl,
  title={AGENTCL: Toward Rigorous Evaluation of Continual Learning in Language Agents},
  author={Shu, Yiheng and Jimenez Gutierrez, Bernal and Jonnalagedda, Saisri Padmaja and Yao, Yuguang and Sun, Huan and Su, Yu},
  year={2026},
  eprint={2606.02461},
  archivePrefix={arXiv}
}

@misc{chen2026horizongap,
  title={The Horizon Gap: Planning, Memory, Execution, Training, and Evaluation for Long-Horizon LLM Agents},
  author={Chen, Mingguang and Wang, Licheng and Qu, Bo},
  year={2026},
  eprint={2608.06663},
  archivePrefix={arXiv}
}

@misc{omri2026agentmemory,
  title={Agent Memory: Characterization and System Implications of Stateful Long-Horizon Workloads},
  author={Omri, Yasmine and Gan, Ziyu and Broveak, Zachary and others},
  year={2026},
  eprint={2606.06448},
  archivePrefix={arXiv}
}

@misc{zhou2026agentnative,
  title={Are We Ready For An Agent-Native Memory System?},
  author={Zhou, Wei and Zhou, Xuanhe and Han, Shaokun and others},
  year={2026},
  eprint={2606.24775},
  archivePrefix={arXiv}
}

@misc{orogat2026database,
  title={Is Agent Memory a Database? Rethinking Data Foundations for Long-Term AI Agent Memory},
  author={Orogat, Abdelghny and Mansour, Essam},
  year={2026},
  eprint={2605.26252},
  archivePrefix={arXiv}
}

@misc{luo2026storageexperience,
  title={From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms},
  author={Luo, Jinghao and Tian, Yuchen and Cao, Chuxue and others},
  year={2026},
  eprint={2605.06716},
  archivePrefix={arXiv}
}

@inproceedings{jaziri2026stabilityplasticity,
  title={Mitigating the Stability-Plasticity Dilemma in Adaptive Train Scheduling with Curriculum-Driven Continual DQN Expansion},
  author={Jaziri, Achref and Kunzel, Etienne and Ramesh, Visvanathan},
  booktitle={Proceedings of the 4th Conference on Lifelong Learning Agents},
  series={Proceedings of Machine Learning Research},
  volume={330},
  year={2026}
}