Information-Theoretic Approach

Optimizing Information Loss Towards Robust Neural Networks

Authors: Philip Sperl, Konstantin Böttinger | Published: 2020-08-07 | Updated: 2020-09-29
Information-Theoretic Approach
Adversarial Example
Adversarial Attack Methods

Modelling and Quantifying Membership Information Leakage in Machine Learning

Authors: Farhad Farokhi, Mohamed Ali Kaafar | Published: 2020-01-29 | Updated: 2020-04-28
Privacy Protection
Membership Inference
Information-Theoretic Approach

Privacy-Utility Trade-off of Linear Regression under Random Projections and Additive Noise

Authors: Mehrdad Showkatbakhsh, Can Karakus, Suhas Diggavi | Published: 2019-02-13
Differential Privacy
Information-Theoretic Approach
Relative Error Analysis