Bayesian Security

Closed-Form Bounds for DP-SGD against Record-level Inference

Authors: Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin | Published: 2024-02-22
Privacy Protection Method
Bayesian Security
Membership Inference
2024.02.22 2025.05.27
Literature Database

Bayesian Estimation of Differential Privacy

Authors: Santiago Zanella-Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones | Published: 2022-06-10 | Updated: 2022-06-15
Privacy Assessment
Bayesian Security
Deep Learning Method
2022.06.10 2025.05.28
Literature Database

Probabilistic Safety for Bayesian Neural Networks

Authors: Matthew Wicker, Luca Laurenti, Andrea Patane, Marta Kwiatkowska | Published: 2020-04-21 | Updated: 2020-06-19
Bayesian Security
Robustness Evaluation
Deep Learning Method
2020.04.21 2025.05.28
Literature Database

Variance Networks: When Expectation Does Not Meet Your Expectations

Authors: Kirill Neklyudov, Dmitry Molchanov, Arsenii Ashukha, Dmitry Vetrov | Published: 2018-03-10 | Updated: 2019-02-18
Bayesian Security
Adversarial Learning
Machine Learning Application
2018.03.10 2025.05.28
Literature Database