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GraphMI: Extracting Private Graph Data from Graph Neural Networks

Official Pytorch implementation of IJCAI'21 paper "GraphMI: Extracting Private Graph Data from Graph Neural Networks" [paper][arxiv]

Run the code

You can clone this repository and run the code

git clone https://github.com/zaixizhang/GraphMI.git
cd GraphMI
python main.py

Cite

If you find this repo to be useful, please cite our paper. Thank you.

@inproceedings{ijcai2021-516,
  title     = {GraphMI: Extracting Private Graph Data from Graph Neural Networks},
  author    = {Zhang, Zaixi and Liu, Qi and Huang, Zhenya and Wang, Hao and Lu, Chengqiang and Liu, Chuanren and Chen, Enhong},
  booktitle = {Proceedings of the Thirtieth International Joint Conference on
               Artificial Intelligence, {IJCAI-21}},
  pages     = {3749--3755},
  year      = {2021},
  month     = {8},
  note      = {Main Track}
  doi       = {10.24963/ijcai.2021/516},
  url       = {https://doi.org/10.24963/ijcai.2021/516},
}