Privacy Protection Method

VertiBayes: Learning Bayesian network parameters from vertically partitioned data with missing values

Authors: Florian van Daalen, Lianne Ippel, Andre Dekker, Inigo Bermejo | Published: 2022-10-31 | Updated: 2024-05-21
Privacy Protection Method
Structural Learning
Computational Complexity

Federated Boosted Decision Trees with Differential Privacy

Authors: Samuel Maddock, Graham Cormode, Tianhao Wang, Carsten Maple, Somesh Jha | Published: 2022-10-06
Privacy Protection Method
Decision Tree
Weight Update Method

DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing

Authors: Jiawei Shao, Yuchang Sun, Songze Li, Jun Zhang | Published: 2022-10-06
Privacy Protection Method
Framework
Poisoning

Bicoptor: Two-round Secure Three-party Non-linear Computation without Preprocessing for Privacy-preserving Machine Learning

Authors: Lijing Zhou, Ziyu Wang, Hongrui Cui, Qingrui Song, Yu Yu | Published: 2022-10-05 | Updated: 2024-04-19
DNN IP Protection Method
Privacy Protection Method
Communication Efficiency

Recycling Scraps: Improving Private Learning by Leveraging Intermediate Checkpoints

Authors: Virat Shejwalkar, Arun Ganesh, Rajiv Mathews, Yarong Mu, Shuang Song, Om Thakkar, Abhradeep Thakurta, Xinyi Zheng | Published: 2022-10-04 | Updated: 2024-09-17
Privacy Protection Method
Privacy Assessment
Deep Learning Method

Certified Data Removal in Sum-Product Networks

Authors: Alexander Becker, Thomas Liebig | Published: 2022-10-04
Data Protection Method
Privacy Protection Method
Privacy Assessment

Preprint: Privacy-preserving IoT Data Sharing Scheme

Authors: Ali Abdullah S. AlQahtani, Hosam Alamleh, Reem Alrawili | Published: 2022-09-26
IoT Security Risks
Privacy Protection Method
User Authentication System

FaRO 2: an Open Source, Configurable Smart City Framework for Real-Time Distributed Vision and Biometric Systems

Authors: Joel Brogan, Nell Barber, David Cornett, David Bolme | Published: 2022-09-26
Privacy Protection Method
Framework
Face Recognition System

Deep Learning-based Anonymization of Chest Radiographs: A Utility-preserving Measure for Patient Privacy

Authors: Kai Packhäuser, Sebastian Gündel, Florian Thamm, Felix Denzinger, Andreas Maier | Published: 2022-09-23 | Updated: 2023-07-24
Privacy Protection Method
Privacy Assessment
Deep Learning Method

Federated and Privacy-Preserving Learning of Accounting Data in Financial Statement Audits

Authors: Marco Schreyer, Timur Sattarov, Damian Borth | Published: 2022-08-26
Privacy Protection Method
Framework
Experimental Validation