Privacy Protection

TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption

Authors: Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, Alaa Eddine Belfedhal | Published: 2021-04-07 | Updated: 2021-04-28
Privacy Protection
Encryption Technology
Machine Learning Technology

Plinius: Secure and Persistent Machine Learning Model Training

Authors: Peterson Yuhala, Pascal Felber, Valerio Schiavoni, Alain Tchana | Published: 2021-04-07 | Updated: 2021-04-08
Privacy Protection
Memory Management Method
Model Design

Monte Carlo execution time estimation for Privacy-preserving Distributed Function Evaluation protocols

Authors: Stefano M P C Souza, Daniel G Silva | Published: 2021-04-03
Simulation Environment
Privacy Protection
Statistical Hypothesis Testing

Avoiding Occupancy Detection from Smart Meter using Adversarial Machine Learning

Authors: ibrahim Yilmaz, Ambareen Siraj | Published: 2020-10-23
Data Obfuscation
Privacy Protection
Machine Learning Algorithm

COVID-19 Imaging Data Privacy by Federated Learning Design: A Theoretical Framework

Authors: Anwaar Ulhaq, Oliver Burmeister | Published: 2020-10-13
Privacy Protection
Privacy Design Principles
Federated Learning System

Private data sharing between decentralized users through the privGAN architecture

Authors: Jean-Francois Rajotte, Raymond T Ng | Published: 2020-09-14
Data Generation
Privacy Protection
Ethical Considerations

Adversarial Privacy Preserving Graph Embedding against Inference Attack

Authors: Kaiyang Li, Guangchun Luo, Yang Ye, Wei Li, Shihao Ji, Zhipeng Cai | Published: 2020-08-30
Privacy Protection
Membership Inference
Adversarial attack

Private Dataset Generation Using Privacy Preserving Collaborative Learning

Authors: Amit Chaulwar | Published: 2020-04-28
Privacy Protection
Membership Inference
Federated Learning System

Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework

Authors: Hongyu Li, Dan Meng, Hong Wang, Xiaolin Li | Published: 2020-02-05 | Updated: 2020-05-22
Privacy Protection
Privacy Enhancing Protocol
Federated Learning System

Modelling and Quantifying Membership Information Leakage in Machine Learning

Authors: Farhad Farokhi, Mohamed Ali Kaafar | Published: 2020-01-29 | Updated: 2020-04-28
Privacy Protection
Membership Inference
Information-Theoretic Approach