Private retrieval, computing, and learning: Recent progress and future challenges

S Ulukus, S Avestimehr, M Gastpar… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Most of our lives are conducted in the cyberspace. The human notion of privacy translates
into a cyber notion of privacy on many functions that take place in the cyberspace. This …

Practical multi-party private set intersection protocols

A Bay, Z Erkin, JH Hoepman… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Privacy-preserving techniques for processing sets of information have attracted the research
community's attention in recent years due to society's increasing dependency on the …

A comprehensive review on Federated Learning for Data-Sensitive Application: Open issues & challenges

M Narula, J Meena, DK Vishwakarma - Engineering Applications of …, 2024 - Elsevier
Abstract Artificial intelligence employs Machine Learning (ML) and Deep Learning (DL) to
analyze data. In both, the data is stored centrally. The data involved may be sensitive and …

Quantum multi-party private set intersection using single photons

X Huang, W Zhang, S Zhang - Physica A: Statistical Mechanics and its …, 2024 - Elsevier
Multi-party private set intersection (MP-PSI), an essential branch of secure multiparty
computation (SMC), enables multiple users to collaboratively determine the intersection of …

Secure logistic regression for vertical federated learning

D He, R Du, S Zhu, M Zhang, K Liang… - IEEE Internet …, 2021 - ieeexplore.ieee.org
Data island effectively blocks the practical application of machine learning. To meet this
challenge, a new framework known as federated learning was created. It allows model …

Sok: Collusion-resistant multi-party private set intersections in the semi-honest model

J Vos, M Conti, Z Erkin - 2024 IEEE Symposium on Security …, 2024 - ieeexplore.ieee.org
Private set intersection protocols allow two parties with private sets of data to compute the
intersection between them without leaking other information about their sets. These …

Estimating Incidental Collection in Foreign Intelligence Surveillance:{Large-Scale} Multiparty Private Set Intersection with Union and Sum

A Kulshrestha, J Mayer - 31st USENIX Security Symposium (USENIX …, 2022 - usenix.org
Section 702 of the Foreign Intelligence Surveillance Act authorizes US intelligence agencies
to intercept communications content without obtaining a warrant. While Section 702 requires …

Symmetric private information retrieval at the private information retrieval rate

Z Wang, S Ulukus - IEEE Journal on Selected Areas in …, 2022 - ieeexplore.ieee.org
We consider the problem of symmetric private information retrieval (SPIR) with user-side
common randomness. In SPIR, a user retrieves a message out of messages from non …

Digital blind box: Random symmetric private information retrieval

Z Wang, S Ulukus - 2022 IEEE information theory workshop …, 2022 - ieeexplore.ieee.org
We introduce the problem of random symmetric private information retrieval (RSPIR). In
canonical PIR, a user downloads a message out of K messages from N non-colluding and …

JEDI: Joint and Effective Privacy Preserving Outsourced Set Intersection and Data Integration Protocols

YC Chen, KC Huang - IEEE Transactions on Information …, 2023 - ieeexplore.ieee.org
In the era of big data with an ever-increasing amount of data, the demand for data
processing is increasing, and various computing service agreements have also been …