ALT

Implementations of 'Node Classification Beyond Homophily: Towards a General Solution', SIGKDD'23.

If you have any questions about this repo, feel free to drop an email to zhexu3@illinois.edu

Some important notes

1. Package version: python 3.9, pytorch 1.13, pyg 2.2.
2. We provide the implementation with backbone GNN as APPNP.

Commands

The command to reproduce the results can be found in commands.sh.

Citation

If you find this repository useful, please kindly cite the following paper.

@inproceedings{DBLP:conf/kdd/XuCZWPYT23,
  author       = {Zhe Xu and
                  Yuzhong Chen and
                  Qinghai Zhou and
                  Yuhang Wu and
                  Menghai Pan and
                  Hao Yang and
                  Hanghang Tong},
  editor       = {Ambuj Singh and
                  Yizhou Sun and
                  Leman Akoglu and
                  Dimitrios Gunopulos and
                  Xifeng Yan and
                  Ravi Kumar and
                  Fatma Ozcan and
                  Jieping Ye},
  title        = {Node Classification Beyond Homophily: Towards a General Solution},
  booktitle    = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2023, Long Beach, CA, USA, August 6-10, 2023},
  pages        = {2862--2873},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3580305.3599446},
  doi          = {10.1145/3580305.3599446},
  timestamp    = {Fri, 18 Aug 2023 08:45:06 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/XuCZWPYT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}