Scenario-based Adaptations of Differential Privacy: A Technical Survey

Y Zhao, JT Du, J Chen - ACM Computing Surveys, 2024 - dl.acm.org
Differential privacy has been a de facto privacy standard in defining privacy and handling
privacy preservation. It has had great success in scenarios of local data privacy and …

L3P-DLI: A Lightweight Positioning-Privacy Protection Scheme with Double-Layer Incentives for Wireless Crowd Sensing Systems

J Bai, J Gui, NN Xiong, A Liu… - IEEE Journal on Selected …, 2024 - ieeexplore.ieee.org
Mobile Crowd Sensing (MCS), as a promising sensing paradigm, significantly relies on
wireless communication networks and widely distributed mobile workers to capture data …

Space–Air–Ground–Sea Integrated Network with Federated Learning

H Zhao, F Ji, Y Wang, K Yao, F Chen - Remote Sensing, 2024 - mdpi.com
A space–air–ground–sea integrated network (SAGSIN) is a promising heterogeneous
network framework for the next generation mobile communications. Moreover, federated …

More Efficient and Verifiable Privacy-Preserving Aggregation Scheme for Internet of Things-Based Federated Learning

R Shi, L Wei, L Zhang - Applied Sciences, 2024 - mdpi.com
As Internet of Things (IoT) technology continues to advance at a rapid pace, smart devices
have permeated daily life. Service providers are actively collecting copious numbers of user …

PTT: Piecewise Transformation Technique for Analyzing Numerical Data under Local Differential Privacy

F Ma, R Zhu, P Wang - IEEE Transactions on Mobile Computing, 2024 - ieeexplore.ieee.org
Local differential privacy (LDP for short), as an emerging standard privacy-preserving
technique that is suitable for privacy preserving data analysis, has been widely deployed …

Client Selection and Resource Allocation via Graph Neural Networks for Efficient Federated Learning in Healthcare Environments

S C. Messinis, N Ε. Protonotarios, E Arapidis… - Proceedings of the 17th …, 2024 - dl.acm.org
Two of the most significant challenges in decentralized federated learning are resource
allocation and client selection. In order to address certain aspects of these challenges, in …

[PDF][PDF] Scenario-Based Adaptations of Differential Privacy: A Technical Survey

JIAT DU, J CHEN - researchgate.net
Differential Privacy (DP)[45] has been known as a gold standard for data privacy. On one
hand, it defines pairwise secrets not to be distinguishable with the bound of a predefined …