@article{arellmsbettergnnhelpersrethinkingrobustg,
  title = {Are LLMs Better GNN Helpers? Rethinking Robust Graph Learning under Deficiencies with Iterative Refinement},
  author = {Zhaoyan Wang and Zheng Gao and Arogya Kharel and In-Young Ko},
  year = {2025},
  eprint = {2510.01910},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.01910},
}