Privacy Leakage

You Don’t Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers’ Private Personas

Authors: Haoran Li, Yangqiu Song, Lixin Fan | Published: 2022-04-26
Privacy Leakage
Loss Function
Attackers and Malicious Devices

Private Retrieval, Computing and Learning: Recent Progress and Future Challenges

Authors: Sennur Ulukus, Salman Avestimehr, Michael Gastpar, Syed Jafar, Ravi Tandon, Chao Tian | Published: 2021-07-30
Basic Concept of PIR
Privacy Leakage
Federated Learning

Who’s Afraid of Thomas Bayes?

Authors: Erick Galinkin | Published: 2021-07-30
Privacy Leakage
Quantification of Uncertainty
Machine Learning Algorithm

Blind Faith: Privacy-Preserving Machine Learning using Function Approximation

Authors: Tanveer Khan, Alexandros Bakas, Antonis Michalas | Published: 2021-07-29
Privacy Leakage
Model Design
Machine Learning Algorithm

Fully Homomorphically Encrypted Deep Learning as a Service

Authors: George Onoufriou, Paul Mayfield, Georgios Leontidis | Published: 2021-07-26
Algorithm
Data Dependency
Privacy Leakage

Reducing Risk of Model Inversion Using Privacy-Guided Training

Authors: Abigail Goldsteen, Gilad Ezov, Ariel Farkash | Published: 2020-06-29
Privacy Leakage
Membership Inference
Model Inversion

Understanding Gradient Clipping in Private SGD: A Geometric Perspective

Authors: Xiangyi Chen, Zhiwei Steven Wu, Mingyi Hong | Published: 2020-06-27 | Updated: 2021-03-18
Algorithm Design
Privacy Leakage
Optimization Methods

Prive-HD: Privacy-Preserved Hyperdimensional Computing

Authors: Behnam Khaleghi, Mohsen Imani, Tajana Rosing | Published: 2020-05-14
Privacy Leakage
Computational Efficiency
Adaptive Retraining Mechanism

Privacy Leakage Avoidance with Switching Ensembles

Authors: Rauf Izmailov, Peter Lin, Chris Mesterharm, Samyadeep Basu | Published: 2019-11-18
Privacy-Preserving Data Mining
Privacy Leakage
Membership Inference

Machine Learning with Membership Privacy using Adversarial Regularization

Authors: Milad Nasr, Reza Shokri, Amir Houmansadr | Published: 2018-07-16
Privacy Leakage
Privacy Assessment
Membership Inference