FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning
Authors: Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, Kannan Ramchandran | Published: 2020-09-23
Privacy Enhancing Technology
FLAME: Differentially Private Federated Learning in the Shuffle Model
Authors: Ruixuan Liu, Yang Cao, Hong Chen, Ruoyang Guo, Masatoshi Yoshikawa | Published: 2020-09-17 | Updated: 2021-03-20
Privacy in Deep Learning: A Survey
Authors: Fatemehsadat Mireshghallah, Mohammadkazem Taram, Praneeth Vepakomma, Abhishek Singh, Ramesh Raskar, Hadi Esmaeilzadeh | Published: 2020-04-25 | Updated: 2020-11-07
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
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
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
Secondary Use of Electronic Health Record: Opportunities and Challenges
Authors: Shahid Munir Shah, Rizwan Ahmed Khan | Published: 2020-01-26
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
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
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