SPDL: A Blockchain-Enabled Secure and Privacy-Preserving Decentralized Learning System

When Machine Learning Meets Privacy

(2021) Bo Liu et al.   ACM COMPUTING SURVEYS

Decentralized Parallel SGD With Privacy Preservation in Vehicular Networks

(2021) Dongxiao Yu et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Swarm Learning for decentralized and confidential clinical machine learning

(2021) Stefanie Warnat-Herresthal et al.   NATURE

BAFL: A Blockchain-Based Asynchronous Federated Learning Framework

(2021) Lei Feng et al.   IEEE TRANSACTIONS ON COMPUTERS

Nothing Wasted: Full Contribution Enforcement in Federated Edge Learning

(2021) Qin Hu et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Blockchain and Federated Edge Learning for Privacy-Preserving Mobile Crowdsensing

(2021) Qin Hu et al.   IEEE Internet of Things Journal

A Deep Reinforcement Learning Based Offloading Game in Edge Computing

(2020) Yufeng Zhan et al.   IEEE TRANSACTIONS ON COMPUTERS

Decentralized Privacy Using Blockchain-Enabled Federated Learning in Fog Computing

(2020) Youyang Qu et al.   IEEE Internet of Things Journal

Biscotti: A Blockchain System for Private and Secure Federated Learning

(2020) Muhammad Shayan et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Federated Machine Learning

(2019) Qiang Yang et al.   ACM Transactions on Intelligent Systems and Technology

Blockchain and Federated Learning for Privacy-Preserved Data Sharing in Industrial IoT

(2019) Yunlong Lu et al.   IEEE Transactions on Industrial Informatics