@article{guidetowardsscalableadvisingforresearchi,
  title = {GUIDE: Towards Scalable Advising for Research Ideas},
  author = {Yaowenqi Liu and Bingxu Meng and Rui Pan and Yuxing Liu and Jerry Huang and Jiaxuan You and Tong Zhang},
  year = {2025},
  eprint = {2507.08870},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2507.08870},
}