L²GC: Lorentzian Linear Graph Convolutional Networks For Node Classification

This repository is the official implementation of "L²GC: Lorentzian Linear Graph Convolutional Networks For Node Classification" accepted by LREC-COLING 2024.

💻 Requirements

torch
numpy
scipy
networkx==1.11

🚀 Example:

python run_xx.py

📄 Cite:

Please cite our paper if you use the model or this code in your own work:

@misc{liang2024llgc,
  title={L$^2$GC: Lorentzian Linear Graph Convolutional Networks For Node Classification}, 
  author={Qiuyu Liang and Weihua Wang and Feilong Bao and Guanglai Gao},
  year={2024},
  eprint={2403.06064},
  archivePrefix={arXiv},
  primaryClass={cs.LG}
  }

🤝 Acknowledgement

Our code is based on SGC, thank you for the excellent source code.