Privacy Enhancing Technology

AI-enabled Automation for Completeness Checking of Privacy Policies

Authors: Orlando Amaral, Sallam Abualhaija, Damiano Torre, Mehrdad Sabetzadeh, Lionel C. Briand | Published: 2021-06-10 | Updated: 2021-10-05
Privacy Enhancing Technology
Membership Inference
Legal Compliance

Adaptive Machine Unlearning

Authors: Varun Gupta, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi, Chris Waites | Published: 2021-06-08
Data Deletion Algorithm
Privacy Enhancing Technology
Privacy Protection in Machine Learning

Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for Trustworthy AI

Authors: Mohit Kumar, Bernhard A. Moser, Lukas Fischer, Bernhard Freudenthaler | Published: 2021-06-06 | Updated: 2022-04-12
Data Leakage
Privacy Enhancing Technology
Information-Theoretic Evaluation

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
Information Security
Communication Efficiency

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 Enhancing Technology
Distributed Learning

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
Privacy Enhancing Technology
Membership Inference
Deep Learning 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

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

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

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