Citations & credits¶

@article{maharana2024locomo,
  title   = {Evaluating Very Long-Term Conversational Memory of {LLM} Agents},
  author  = {Maharana, Adyasha and Lee, Dong-Ho and Tulyakov, Sergey and Bansal, Mohit and Barbieri, Francesco and Fang, Yuwei},
  journal = {arXiv preprint arXiv:2402.17753},
  year    = {2024}
}

@article{tavakoli2025beam,
  title   = {Beyond a Million Tokens: Benchmarking and Enhancing Long-Term Memory in {LLMs}},
  author  = {Tavakoli, Mohammad and Salemi, Alireza and Ye, Carrie and Abdalla, Mohamed and Zamani, Hamed and Mitchell, J Ross},
  journal = {arXiv preprint arXiv:2510.27246},
  year    = {2025}
}

@inproceedings{dash2026mpbench,
  title     = {From Untrusted Input to Trusted Memory: A Systematic Study of Memory Poisoning Attacks in {LLM} Agents},
  author    = {Dash, Pritam and Ge, Tongyu and Jain, Aditi and Shah, Tanmay and Shang, Zhiwei},
  booktitle = {Second Workshop on Agents in the Wild: Safety, Security, and Beyond (AIWILD) at ICML 2026},
  year      = {2026},
  eprint    = {2606.04329},
  archivePrefix = {arXiv}
}

@article{wu2024longmemeval,
  title   = {{LongMemEval}: Benchmarking Chat Assistants on Long-Term Interactive Memory},
  author  = {Wu, Di and Wang, Hongwei and Yu, Wenhao and Zhang, Yuwei and Chang, Kai-Wei and Yu, Dong},
  journal = {arXiv preprint arXiv:2410.10813},
  year    = {2024}
}

@article{wei2025evomemory,
  title   = {{Evo-Memory}: Benchmarking {LLM} Agent Test-time Learning with Self-Evolving Memory},
  author  = {Wei, Tianxin and Sachdeva, Noveen and Coleman, Benjamin and He, Zhankui and Bei, Yuanchen and Ning, Xuying and Ai, Mengting and Li, Yunzhe and He, Jingrui and Chi, Ed H. and Wang, Chi and Chen, Shuo and Pereira, Fernando and Kang, Wang-Cheng and Cheng, Derek Zhiyuan},
  journal = {arXiv preprint arXiv:2511.20857},
  year    = {2025}
}

@article{lan2025contextual,
  title   = {Contextual Integrity in {LLMs} via Reasoning and Reinforcement Learning},
  author  = {Lan, Guangchen and Inan, Huseyin A. and Abdelnabi, Sahar and Kulkarni, Janardhan and Wutschitz, Lukas and Shokri, Reza and Brinton, Christopher G. and Sim, Robert},
  journal = {arXiv preprint arXiv:2506.04245},
  year    = {2025}
}

@article{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  title   = {{STALE}: Can {LLM} Agents Know When Their Memories Are No Longer Valid?},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},
  journal = {arXiv preprint arXiv:2605.06527},
  year    = {2026}
}

@article{rein2023gpqa,
  title   = {{GPQA}: A Graduate-Level Google-Proof {Q\&A} Benchmark},
  author  = {Rein, David and Hou, Betty Li and Stickland, Asa Cooper and Petty, Jackson and Pang, Richard Yuanzhe and Dirani, Julien and Michael, Julian and Bowman, Samuel R.},
  journal = {arXiv preprint arXiv:2311.12022},
  year    = {2023}
}

@article{wang2024mmlupro,
  title   = {{MMLU-Pro}: A More Robust and Challenging Multi-Task Language Understanding Benchmark},
  author  = {Wang, Yubo and Ma, Xueguang and Zhang, Ge and Ni, Yuansheng and Chandra, Abhranil and Guo, Shiguang and Ren, Weiming and Arulraj, Aaran and He, Xuan and Jiang, Ziyan and Li, Tianle and Ku, Max and Wang, Kai and Zhuang, Alex and Fan, Rongqi and Yue, Xiang and Chen, Wenhu},
  journal = {arXiv preprint arXiv:2406.01574},
  year    = {2024}
}

@inproceedings{patil2025bfcl,
  title     = {The {Berkeley Function Calling Leaderboard (BFCL)}: From Tool Use to Agentic Evaluation of Large Language Models},
  author    = {Patil, Shishir G and Mao, Huanzhi and Yan, Fanjia and Ji, Charlie Cheng-Jie and Suresh, Vishnu and Stoica, Ion and Gonzalez, Joseph E.},
  booktitle = {Proceedings of the 42nd International Conference on Machine Learning},
  series    = {Proceedings of Machine Learning Research},
  volume    = {267},
  pages     = {48371--48392},
  publisher = {PMLR},
  year      = {2025}
}

@article{patil2023gorilla,
  title   = {Gorilla: Large Language Model Connected with Massive {APIs}},
  author  = {Patil, Shishir G. and Zhang, Tianjun and Wang, Xin and Gonzalez, Joseph E.},
  journal = {arXiv preprint arXiv:2305.15334},
  year    = {2023}
}

@article{chhikara2025mem0,
  title   = {{Mem0}: Building Production-Ready {AI} Agents with Scalable Long-Term Memory},
  author  = {Chhikara, Prateek and Khant, Dev and Aryan, Saket and Singh, Taranjeet and Yadav, Deshraj},
  journal = {arXiv preprint arXiv:2504.19413},
  year    = {2025}
}

@article{packer2023memgpt,
  title   = {{MemGPT}: Towards {LLMs} as Operating Systems},
  author  = {Packer, Charles and Wooders, Sarah and Lin, Kevin and Fang, Vivian and Patil, Shishir G. and Stoica, Ion and Gonzalez, Joseph E.},
  journal = {arXiv preprint arXiv:2310.08560},
  year    = {2023}
}

@inproceedings{gutierrez2024hipporag,
  title     = {{HippoRAG}: Neurobiologically Inspired Long-Term Memory for Large Language Models},
  author    = {Guti{\'e}rrez, Bernal Jim{\'e}nez and Shu, Yiheng and Gu, Yu and Yasunaga, Michihiro and Su, Yu},
  booktitle = {The Thirty-eighth Annual Conference on Neural Information Processing Systems},
  year      = {2024}
}

@article{gutierrez2025hipporag2,
  title   = {From {RAG} to Memory: Non-Parametric Continual Learning for Large Language Models},
  author  = {Guti{\'e}rrez, Bernal Jim{\'e}nez and Shu, Yiheng and Qi, Weijian and Zhou, Sizhe and Su, Yu},
  journal = {arXiv preprint arXiv:2502.14802},
  year    = {2025}
}