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
- Package version: python 3.9, pytorch 1.13, pyg 2.2.
- We provide the implementation with backbone GNN as APPNP.
The command to reproduce the results can be found in commands.sh.
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}
}