Code for Subgraph Federated Learning with Missing Neighbor Generation (NeurIPS 2021)

Related tags

Deep Learningfedsage
Overview

To run the code

  1. Unzip the package to your local directory;
  2. Run 'pip install -r requirements.txt' to download required packages;
  3. Open file ~/nips_code/src/utils/config.py;
  4. Replace the "change_to_your_current_path" in line 2 of config.py (root_path= "change_to_your_current_path") to your current path;
    • You can change hyper-parameters in config.py according to different testing scenarios;
  5. Run the whole pipline with 'python ~/nips_code/src/system_test.py'.

If you find this work useful for your research, please cite

@inproceedings{zhang2021subgraph,
  title={Subgraph federated learning with missing neighbor generation},
  author={Zhang, Ke and Yang, Carl and Li, Xiaoxiao and Sun, Lichao and Yiu, Siu Ming},
  booktitle={Thirty-Fifth Conference on Neural Information Processing Systems},
  year={2021}
}
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