Formalizing Distribution Inference Risks

Exploratory experiments and meta-classifier property-inference attacks on various datasets across several domains. Folder structure:

• boneage : Experiments on the RSNA Bone-Age task, reduced to binary prediction
• arxiv : Experiments on the ogbn-arxiv node-classfication task
• census : Experiments on the Adult Income dataset

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If you use this code in your research, cite it as follows:

@inproceedings{suri2021formalizing,
  title={Formalizing {D}istribution {I}nference {R}isks},
  author={Suri, Anshuman and Evans, David},
  booktitle={2021 Workshop on Theory and Practice of Differential Privacy, ICML},
  year={2021}
}