Privacy Risk Management

Secure PAC Bayesian Regression via Real Shamir Secret Sharing

Authors: Jaron Skovsted Gundersen, Bulut Kuskonmaz, Rafael Wisniewski | Published: 2021-09-23 | Updated: 2023-04-17
Algorithm
Privacy Risk Management
Linear Model

Partial sensitivity analysis in differential privacy

Authors: Tamara T. Mueller, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Friederike Jungmann, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2021-11-28
Data Privacy Assessment
Privacy Risk Management
Feature Importance Analysis

An automatic differentiation system for the age of differential privacy

Authors: Dmitrii Usynin, Alexander Ziller, Moritz Knolle, Andrew Trask, Kritika Prakash, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2022-04-05
Data Privacy Assessment
Privacy Risk Management
Machine Learning Application

SoK: Machine Learning Governance

Authors: Varun Chandrasekaran, Hengrui Jia, Anvith Thudi, Adelin Travers, Mohammad Yaghini, Nicolas Papernot | Published: 2021-09-20
Privacy Risk Management
Poisoning
Federated Learning

A Fairness Analysis on Private Aggregation of Teacher Ensembles

Authors: Cuong Tran, My H. Dinh, Kyle Beiter, Ferdinando Fioretto | Published: 2021-09-17
Sample Complexity
Privacy Risk Management
Regularization

Differential Privacy in Personalized Pricing with Nonparametric Demand Models

Authors: Xi Chen, Sentao Miao, Yining Wang | Published: 2021-09-10
Algorithm
Data Privacy Assessment
Privacy Risk Management

An Experiment Study on Federated LearningTestbed

Authors: Cheng Shen, Wanli Xue | Published: 2021-03-19
Privacy Risk Management
Model Communication
Communication Efficiency

DDUO: General-Purpose Dynamic Analysis for Differential Privacy

Authors: Chike Abuah, Alex Silence, David Darais, Joe Near | Published: 2021-03-16
Data Dependency
Privacy Risk Management
Dynamic Analysis

Quantum federated learning through blind quantum computing

Authors: Weikang Li, Sirui Lu, Dong-Ling Deng | Published: 2021-03-15 | Updated: 2021-09-02
Privacy Risk Management
Poisoning
Quantum Classifier

Quantum machine learning with differential privacy

Authors: William M Watkins, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-10
DP-SGD
Privacy Risk Management
Quantum Machine Learning