@inproceedings{peng-etal-2026-beyond-gradient,
    title = "Beyond Gradient Egalitarianism: Dual-Adaptive {C}-{AUM} Framework for Few-Shot Fine-Tuning of Large Language Models",
    author = "Peng, Qiaojuan  and
      Luo, Xiong  and
      Yuan, Yuqi  and
      Zhao, Wenbing",
    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.1534/",
    doi = "10.18653/2026.findings-emnlp.1534",
    pages = "32641--32653",
    ISBN = "979-8-89176-462-0"
}