Privacy preserving verifiable federated learning scheme using blockchain and homomorphic encryption

Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices

Yang Zhao, Jun Zhao, Linshan Jiang et al. · IEEE Internet of Things Journal · 2020 · 569 citations

Computing, Computer Systems, Information Technology +15

Efficient and Privacy-Enhanced Federated Learning for Industrial Artificial Intelligence

Meng Hao, Hongwei Li, Xizhao Luo et al. · IEEE Transactions on Industrial Informatics · 2019 · 567 citations

Computing, Computer Science, Industrial Engineering +11

Privacy-Preserving Collaborative Deep Learning With Unreliable Participants

Lingchen Zhao, Qian Wang, Qin Zou et al. · IEEE Transactions on Information Forensics and Security · 2019 · 214 citations

Computing, Computer Science, Computer Security +16

Securing federated learning with blockchain: a systematic literature review

Attia Qammar, Ahmad Karim, Huansheng Ning et al. · Artificial Intelligence Review · 2022 · 151 citations · Full text

Computing, Computer Science, Cybersecurity +16

FDC: A Secure Federated Deep Learning Mechanism for Data Collaborations in the Internet of Things

Bo Yin, Hao Yin, Yulei Wu et al. · IEEE Internet of Things Journal · 2020 · 150 citations

Computing, Computer Science, Computer Systems +13