This is the code for the CIKN 2021 Paper: Label-informed Graph Structure Learning for Node Classification.

Usage

The main branch is the model described in the paper. The combine branch, which simply combines IDGL and CPGNN, seems to work better on Cora and Citeseer than main

Requirements

Citation

Please cite our paper if you use the code:

@inproceedings{wang2021label,
  title={Label-informed graph structure learning for node classification},
  author={Wang, Liping and Hu, Fenyu and Wu, Shu and Wang, Liang},
  booktitle={Proceedings of the 30th ACM International Conference on Information \& Knowledge Management},
  pages={3488--3492},
  year={2021}
}