プライバシー保護技術

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
セキュアな通信チャネル
プライバシー保護技術
物理層セキュリティ

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
プライバシー保護技術
ポイズニング
攻撃タイプ

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
プライバシー保護技術
最適化手法
機械学習

Secondary Use of Electronic Health Record: Opportunities and Challenges

Authors: Shahid Munir Shah, Rizwan Ahmed Khan | Published: 2020-01-26
プライバシー保護技術
研究方法論
臨床研究

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
プライバシー保証
プライバシー保護技術
統計的手法

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
クラウドコンピューティング
プライバシー保護技術
モデル通信

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
プライバシー保護技術
ユーザビリティ
機械学習手法

Key Protected Classification for Collaborative Learning

Authors: Mert Bülent Sarıyıldız, Ramazan Gökberk Cinbiş, Erman Ayday | Published: 2019-08-27 | Updated: 2020-04-22
トレーニング手法
プライバシー保護技術
協力体制

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
プライバシー保護技術
プライバシー評価
機械学習のプライバシー保護

Interpretable Encrypted Searchable Neural Networks

Authors: Kai Chen, Zhongrui Lin, Jian Wan, Chungen Xu | Published: 2019-08-14
プライバシー保護技術
暗号学
計算複雑性