Concepedia

Local differentially private federated learning with homomorphic encryption

Jianzhe Zhao, Chenxi Huang, Wenji Wang, Rulin Xie, Rongrong Dong, Stan Matwin

The Journal of Supercomputing · 2023 · 15 citations · 29 references

Concepts

ComputingComputer ScienceCybersecurityCryptographyMachine LearningPrivacy EngineeringDifferential PrivacyFederated LearningHomomorphic EncryptionInformation-theoretic CryptographyPrivacy-preserving ProtocolsSecure Multi-party ComputationDifferentially Private Federated LearningDifferentially Private Machine LearningLocal Differential Privacy

References

29

Gradient-based learning applied to document recognition

Yann LeCun, Léon Bottou, Yoshua Bengio et al. · Proceedings of the IEEE · 1998 · 58.2K citations · Full text

Computing, Computer Science, Computer Vision +14

Xception: Deep Learning with Depthwise Separable Convolutions

François Chollet · 2017 · 19K citations

Computing, Computer Science, Computer Vision +7

A method for obtaining digital signatures and public-key cryptosystems

Ronald L. Rivest, Adi Shamir, Leonard M. Adleman · Communications of the ACM · 1978 · 13.1K citations · Full text

Computing, Computer Science, Authentication +15

Federated Machine Learning

Qiang Yang, Yang Liu, Tianjian Chen et al. · ACM Transactions on Intelligent Systems and Technology · 2019 · 5.9K citations

Computing, Computer Science, Cybersecurity +12

Federated Learning With Differential Privacy: Algorithms and Performance Analysis

Kang Wei, Jun Li, Ming Ding et al. · IEEE Transactions on Information Forensics and Security · 2020 · 2.2K citations · Full text

Computing, Computer Science, Cybersecurity +17