@inproceedings{fang-etal-2026-beyond,
    title = "Beyond Topology: Generative Node Importance Estimation via Structure-Guided Semantic Reasoning",
    author = "Fang, Kuofei  and
      Wu, Siyan  and
      Guo, Yu  and
      Wu, Bin",
    editor = "Liakata, Maria  and
      Moreira, Viviane P.  and
      Zhang, Jiajun  and
      Jurgens, David",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026",
    month = jul,
    year = "2026",
    address = "San Diego, California, United States",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.664/",
    pages = "13565--13584",
    ISBN = "979-8-89176-395-1"
}