This is the code for reproducing the experiments reported in this paper:
Anshuman Suri and David Evans. Formalizing and Estimating Distribution Inference Risks (in Privacy Enhancing Technologies Symposium (PETS) 2022, July 2022.
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 predictionarxiv: Experiments on the ogbn-arxiv node-classfication taskcensus: Experiments on the Adult Income datasetceleba: Experiments on the Celeb-A datasetbotnets: Experiments on HarvardNLP's Botnet Detection datasets
Each folder has its own README.md file that explains how to reproduce those experiments.