Privacy Enhancing Technology

6G White paper: Research challenges for Trust, Security and Privacy

Authors: Mika Ylianttila, Raimo Kantola, Andrei Gurtov, Lozenzo Mucchi, Ian Oppermann, Zheng Yan, Tri Hong Nguyen, Fei Liu, Tharaka Hewa, Madhusanka Liyanage, Ahmad Ijaz, Juha Partala, Robert Abbas, Artur Hecker, Sara Jayousi, Alessio Martinelli, Stefano Caputo, Jonathan Bechtold, Ivan Morales, Andrei Stoica, Giuseppe Abreu, Shahriar Shahabuddin, Erdal Panayirci, Harald Haas, Tanesh Kumar, Basak Ozan Ozparlak, Juha Röning | Published: 2020-04-24 | Updated: 2020-04-30
Secure Communication Channel
Privacy Enhancing Technology
Physical layer security
2020.04.24 2025.05.28
Literature Database

A Framework for Evaluating Gradient Leakage Attacks in Federated Learning

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Mehmet Emre Gursoy, Stacey Truex, Yanzhao Wu | Published: 2020-04-22 | Updated: 2020-04-23
Privacy Enhancing Technology
Poisoning
Attack Type
2020.04.22 2025.05.28
Literature Database

Local Differential Privacy based Federated Learning for Internet of Things

Authors: Yang Zhao, Jun Zhao, Mengmeng Yang, Teng Wang, Ning Wang, Lingjuan Lyu, Dusit Niyato, Kwok-Yan Lam | Published: 2020-04-19 | Updated: 2020-12-22
Privacy Enhancing Technology
Optimization Methods
Machine Learning
2020.04.19 2025.05.28
Literature Database

Secondary Use of Electronic Health Record: Opportunities and Challenges

Authors: Shahid Munir Shah, Rizwan Ahmed Khan | Published: 2020-01-26
Privacy Enhancing Technology
Research Methodology
Clinical Research
2020.01.26 2025.05.28
Literature Database

Privacy for All: Demystify Vulnerability Disparity of Differential Privacy against Membership Inference Attack

Authors: Bo Zhang, Ruotong Yu, Haipei Sun, Yanying Li, Jun Xu, Hui Wang | Published: 2020-01-24
Privacy Assurance
Privacy Enhancing Technology
Statistical Methods
2020.01.24 2025.05.28
Literature Database

Ownership preserving AI Market Places using Blockchain

Authors: Nishant Baranwal Somy, Kalapriya Kannan, Vijay Arya, Sandeep Hans, Abhishek Singh, Pranay Lohia, Sameep Mehta | Published: 2020-01-18
Cloud Computing
Privacy Enhancing Technology
Model Communication
2020.01.18 2025.05.28
Literature Database

IPPO: A Privacy-Aware Architecture for Decentralized Data-sharing

Authors: Maurizio Aiello, Enrico Cambiaso, Roberto Canonico, Leonardo Maccari, Marco Mellia, Antonio Pescapè, Ivan Vaccari | Published: 2020-01-17
Privacy Enhancing Technology
Usability
Machine Learning Method
2020.01.17 2025.05.28
Literature Database

Key Protected Classification for Collaborative Learning

Authors: Mert Bülent Sarıyıldız, Ramazan Gökberk Cinbiş, Erman Ayday | Published: 2019-08-27 | Updated: 2020-04-22
Training Method
Privacy Enhancing Technology
Cooperative System
2019.08.27 2025.05.28
Literature Database

AdaCliP: Adaptive Clipping for Private SGD

Authors: Venkatadheeraj Pichapati, Ananda Theertha Suresh, Felix X. Yu, Sashank J. Reddi, Sanjiv Kumar | Published: 2019-08-20 | Updated: 2019-10-23
Privacy Enhancing Technology
Privacy Assessment
Privacy Protection in Machine Learning
2019.08.20 2025.05.28
Literature Database

Interpretable Encrypted Searchable Neural Networks

Authors: Kai Chen, Zhongrui Lin, Jian Wan, Chungen Xu | Published: 2019-08-14
Privacy Enhancing Technology
Cryptography
Computational Complexity
2019.08.14 2025.05.28
Literature Database
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