@article{graphfoundationmodelsacomprehensive,
  title = {Graph Foundation Models: A Comprehensive Survey},
  author = {Zehong Wang and Zheyuan Liu and Tianyi Ma and Jiazheng Li and Zheyuan Zhang and Xingbo Fu and Yiyang Li and Zhengqing Yuan and Wei Song and Yijun Ma and Qingkai Zeng and Xiusi Chen and Jianan Zhao and Jundong Li and Meng Jiang and Pietro Lio and Nitesh Chawla and Chuxu Zhang and Yanfang Ye},
  year = {2025},
  eprint = {2505.15116},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.15116v1},
}