@inproceedings{cai-etal-2026-benchmark,
    title = "A Benchmark for Self-Evolving Agents via Experience-Driven Lifelong Learning",
    author = "Cai, Yuxuan  and
      Hao, Yipeng  and
      Zhou, Jie  and
      Yan, Hang  and
      Lei, Zhikai  and
      Zheng, Rui  and
      Han, Zhenhua  and
      Yang, Yutao  and
      Li, Junsong  and
      Pan, Qianjun  and
      Huai, Tianyu  and
      Chen, Qin  and
      Li, Xin  and
      Chen, Kai  and
      Zhang, Bo  and
      Qiu, Xipeng  and
      He, Liang",
    editor = "Lee, Hung-Yi  and
      Dev, Sunipa  and
      Li, Jessy  and
      Elliott, Desmond",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.findings-emnlp.770/",
    pages = "16232--16272",
    ISBN = "979-8-89176-462-0"
}