Privacy-preserving aggregation in federated learning: A survey

Z Liu, J Guo, W Yang, J Fan, KY Lam… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Over the recent years, with the increasing adoption of Federated Learning (FL) algorithms
and growing concerns over personal data privacy, Privacy-Preserving Federated Learning …

Towards private data-driven control

AB Alexandru, A Tsiamis… - 2020 59th IEEE …, 2020 - ieeexplore.ieee.org
Control as a Service (CaaS) is becoming a reality-particularly in the case of building
automation and smart grid management. Often, the control algorithms in CaaS focus on …

Private weighted sum aggregation

AB Alexandru, GJ Pappas - IEEE Transactions on Control of …, 2021 - ieeexplore.ieee.org
As large amounts of data are circulated both from users to a cloud server and between
users, privately aggregating the shared data is critical. This article considers the problem of …

Towards provably secure encrypted control using homomorphic encryption

K Teranishi, K Kogiso - … IEEE 61st Conference on Decision and …, 2022 - ieeexplore.ieee.org
Encrypted control is a promising method for the secure outsourcing of controller computation
to a public cloud. However, a feasible method for security proofs of control has not yet been …

Data-driven control on encrypted data

AB Alexandru, A Tsiamis, GJ Pappas - arXiv preprint arXiv:2008.12671, 2020 - arxiv.org
We provide an efficient and private solution to the problem of encryption-aware data-driven
control. We investigate a Control as a Service scenario, where a client employs a …

Encrypted gain scheduling with quantizers for stability guarantee

K Teranishi, K Kogiso - … 60th IEEE Conference on Decision and …, 2021 - ieeexplore.ieee.org
This study considers encrypting a gain-scheduled controller for polytopic linear parameter
varying systems by reconstructing the controller with the linear controller configuration. An …

Post-quantum privacy-preserving aggregation in federated learning based on lattice

R Zuo, H Tian, Z An, F Zhang - International Symposium on Cyberspace …, 2022 - Springer
With the fast growth of quantum computers in recent years, the use of post-quantum
cryptography has steadily become vital. In the privacy-preserving aggregation of federated …

[PDF][PDF] Security Analysis and Design of Encrypted Control Systems Using Homomorphic Encryption

寺西郁 - 2024 - uec.repo.nii.ac.jp
Security and privacy are significant concerns in realizing dependable cyberphysical
systems. To ensure the security and privacy of these systems, systems and control …

MPC-enabled privacy-preserving machine learning

Z Liu - 2023 - dr.ntu.edu.sg
Privacy-Preserving Machine Learning (PPML) has received much attention from the
machine learning community, from academic researchers to industry practitioners to …