Membership Inference

Towards Measuring Membership Privacy

Authors: Yunhui Long, Vincent Bindschaedler, Carl A. Gunter | Published: 2017-12-25
Privacy Risk Management
Membership Inference
Privacy Protection in Machine Learning

Towards Reverse-Engineering Black-Box Neural Networks

Authors: Seong Joon Oh, Max Augustin, Bernt Schiele, Mario Fritz | Published: 2017-11-06 | Updated: 2018-02-14
Backdoor Detection
Membership Inference
Model Extraction Attack

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Authors: Samuel Yeom, Irene Giacomelli, Matt Fredrikson, Somesh Jha | Published: 2017-09-05 | Updated: 2018-05-04
Privacy Analysis
Privacy Leakage
Membership Inference

On Security and Sparsity of Linear Classifiers for Adversarial Settings

Authors: Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli | Published: 2017-08-31
Membership Inference
Robustness Analysis
Attack Method