2 papers
cs.CR2025
PEEL: A Poisoning-Exposing Encoding Theoretical Framework for Local Differential Privacy
Lisha Shuai, Jiuling Dong, Nan Zhang +5
Local Differential Privacy (LDP) is a widely adopted privacy-protection model in the Internet of Things (IoT) due to its lightweight, decentralized, and scalable nature. However, i…
cs.CR2025
PoisonCatcher: Revealing and Identifying LDP Poisoning Attacks in IIoT
Lisha Shuai, Shaofeng Tan, Nan Zhang +3
Local Differential Privacy (LDP), a robust privacy-protection model, is widely adopted in the Industrial Internet of Things (IIoT) due to its lightweight, decentralized, and scalab…