@article{improvingllmreasoningwithhomophilyawares,
  title = {Improving LLM Reasoning with Homophily-aware Structural and Semantic Text-Attributed Graph Compression},
  author = {Zijun Di and Bin Lu and Huquan Kang and Luoyi Fu and Jiaxin Ding and Xiaoying Gan and Lei Zhou and Xinbing Wang},
  year = {2026},
  eprint = {2601.08187},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.08187},
}