Privacy Assessment

PPaaS: Privacy Preservation as a Service

Authors: Pathum Chamikara Mahawaga Arachchige, Peter Bertok, Ibrahim Khalil, Dongxi Liu, Seyit Camtepe | Published: 2020-07-04 | Updated: 2021-04-21
Data Sanitization in PPaaS
Data Obfuscation
Privacy Assessment

On the Effectiveness of Regularization Against Membership Inference Attacks

Authors: Yigitcan Kaya, Sanghyun Hong, Tudor Dumitras | Published: 2020-06-09
Privacy Assessment
Improvement of Learning
Defense Effectiveness Analysis

Secure Byzantine-Robust Machine Learning

Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2020-06-08 | Updated: 2020-10-18
MPC Algorithm
Privacy Assessment
Federated Learning

ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing

Authors: Théo Ryffel, Pierre Tholoniat, David Pointcheval, Francis Bach | Published: 2020-06-08 | Updated: 2021-10-28
Algorithm
Privacy Assessment
Federated Learning System

AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference

Authors: Qian Lou, Song Bian, Lei Jiang | Published: 2020-06-07 | Updated: 2020-10-15
Performance Evaluation
Privacy Assessment
Encryption Method

DarKnight: A Data Privacy Scheme for Training and Inference of Deep Neural Networks

Authors: Hanieh Hashemi, Yongqin Wang, Murali Annavaram | Published: 2020-06-01 | Updated: 2020-10-15
Data Protection Method
Privacy Assessment
Computational Consistency

Deceptive Deletions for Protecting Withdrawn Posts on Social Platforms

Authors: Mohsen Minaei, S Chandra Mouli, Mainack Mondal, Bruno Ribeiro, Aniket Kate | Published: 2020-05-28
Data Protection Method
Privacy Assessment
Adversarial Attack Methods

Blockchain is Watching You: Profiling and Deanonymizing Ethereum Users

Authors: Ferenc Béres, István András Seres, András A. Benczúr, Mikerah Quintyne-Collins | Published: 2020-05-28 | Updated: 2020-10-13
Transaction Prioritization
Privacy Assessment
Fraudulent Transaction

Efficient Privacy-Preserving Electricity Theft Detection with Dynamic Billing and Load Monitoring for AMI Networks

Authors: Mohamed I. Ibrahem, Mahmoud Nabil, Mostafa M. Fouda, Mohamed Mahmoud, Waleed Alasmary, Fawaz Alsolami | Published: 2020-05-28
Energy Management
Privacy Assessment
Dynamic Pricing

COVID-19 and Your Smartphone: BLE-based Smart Contact Tracing

Authors: Pai Chet Ng, Petros Spachos, Konstantinos Plataniotis | Published: 2020-05-28
Performance Evaluation
Privacy Assessment
Machine Learning