Sok: Fully homomorphic encryption accelerators

J Zhang, X Cheng, L Yang, J Hu, X Liu… - ACM Computing …, 2024 - dl.acm.org
Fully Homomorphic Encryption (FHE) is a key technology enabling privacy-preserving
computing. However, the fundamental challenge of FHE is its inefficiency, due primarily to …

Efficient decentralized federated singular vector decomposition

D Chai, J Zhang, L Yang, Y **, L Wang… - 2024 USENIX Annual …, 2024 - usenix.org
Federated singular value decomposition (SVD) is a foundation for many real-world
distributed applications. Existing federated SVD studies either require external servers …

HpGraphNEI: A network entity identification model based on heterophilous graph learning

N Li, T Li, Z Ma, X Hu, S Zhang, F Liu, X Quan… - Information Processing …, 2024 - Elsevier
Network entities have important asset map**, vulnerability, and service delivery
applications. In cyberspace, where the network structure is complex and the number of …

Privacy-preserving approach for IoT networks using statistical learning with optimization algorithm on high-dimensional big data environment

FS Alrayes, M Maray, A Alshuhail, KM Almustafa… - Scientific Reports, 2025 - nature.com
In the present digital scenario, the explosion of Internet of Things (IoT) devices makes
massive volumes of high-dimensional data, presenting significant data and privacy security …