Blockchain for federated learning toward secure distributed machine learning systems: a systemic survey

On Blockchain-Enhanced Secure Data Storage and Sharing in Vehicular Edge Computing Networks

(2021) Muhammad Firdaus et al.   Applied Sciences-Basel

Towards Blockchain-Based Federated Machine Learning: Smart Contract for Model Inference

(2021) Vaidotas Drungilas et al.   Applied Sciences-Basel

Decentralised Learning in Federated Deployment Environments

(2021) Paolo Bellavista et al.   ACM COMPUTING SURVEYS

Towards the optimality of service instance selection in mobile edge computing

(2021) Guobing Zou et al.   KNOWLEDGE-BASED SYSTEMS

Blockchain-Enabled 5G Edge Networks and Beyond: An Intelligent Cross-Silo Federated Learning Approach

(2021) Sandi Rahmadika et al.   Security and Communication Networks

Blockchain-Federated-Learning and Deep Learning Models for COVID-19 Detection Using CT Imaging

(2021) Rajesh Kumar et al.   IEEE SENSORS JOURNAL

Blockchain-Based Internet of Things and Industrial IoT: A Comprehensive Survey

(2021) Sanjeev Kumar Dwivedi et al.   Security and Communication Networks

SBBS: A Secure Blockchain-Based Scheme for IoT Data Credibility in Fog Environment

(2021) Yongkai Fan et al.   IEEE Internet of Things Journal

A lightweight anonymous cross-regional mutual authentication scheme using blockchain technology for internet of vehicles

(2021) Xiangwei Meng et al.   COMPUTERS & ELECTRICAL ENGINEERING

Data Fusion Approach for Collaborative Anomaly Intrusion Detection in Blockchain-Based Systems

(2021) Wei Liang et al.   IEEE Internet of Things Journal

Federated Reinforcement Learning for Training Control Policies on Multiple IoT Devices

(2020) Hyun-Kyo Lim et al.   SENSORS

Federated Learning: Challenges, Methods, and Future Directions

(2020) Tian Li et al.   IEEE SIGNAL PROCESSING MAGAZINE

Reliable Federated Learning for Mobile Networks

(2020) Jiawen Kang et al.   IEEE WIRELESS COMMUNICATIONS

Federated Learning With Cooperating Devices: A Consensus Approach for Massive IoT Networks

(2020) Stefano Savazzi et al.   IEEE Internet of Things Journal

CrowdSFL: A Secure Crowd Computing Framework Based on Blockchain and Federated Learning

(2020) Ziyuan Li et al.   Electronics

Towards Efficient and Reliable Federated Learning Using Blockchain For Autonomous Vehicles

(2020) Shiva Raj Pokhrel   Computer Networks

Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges

(2020) Solmaz Niknam et al.   IEEE COMMUNICATIONS MAGAZINE

Federated Learning With Blockchain for Autonomous Vehicles: Analysis and Design Challenges

(2020) Shiva Raj Pokhrel et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Improving TCP Performance Over WiFi for Internet of Vehicles: A Federated Learning Approach

(2020) Shiva Raj Pokhrel et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

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

(2020) Bo Yin et al.   IEEE Internet of Things Journal

Decentralized Privacy Using Blockchain-Enabled Federated Learning in Fog Computing

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

Deep Reinforcement Learning for Resource Protection and Real-Time Detection in IoT Environment

(2020) Wei Liang et al.   IEEE Internet of Things Journal

Blockchain and federated learning-based distributed computing defence framework for sustainable society

(2020) Pradip Kumar Sharma et al.   Sustainable Cities and Society

From distributed machine learning to federated learning: In the view of data privacy and security

(2020) Sheng Shen et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface

(2020) Kai Yang et al.   IEEE NETWORK

Secure Data Storage and Recovery in Industrial Blockchain Network Environments

(2020) Wei Liang et al.   IEEE Transactions on Industrial Informatics

A Secure Federated Learning Framework for 5G Networks

(2020) Yi Liu et al.   IEEE WIRELESS COMMUNICATIONS

Risk and Advantages of Federated Learning for Health Care Data Collaboration

(2020) Anna Bogdanova et al.   ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part A-Civil Engineering

A real-world service mashup platform based on data integration, information synthesis, and knowledge fusion

(2020) Lei Yu et al.   CONNECTION SCIENCE

Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices

(2020) Yang Zhao et al.   IEEE Internet of Things Journal

A survey on security and privacy of federated learning

(2020) Viraaji Mothukuri et al.   Future Generation Computer Systems-The International Journal of eScience

Survey on blockchain based smart contracts: Applications, opportunities and challenges

(2020) Tharaka Hewa et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

A blockchain-based Roadside Unit-assisted authentication and key agreement protocol for Internet of Vehicles

(2020) Zisang Xu et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

Exploiting Unintended Property Leakage in Blockchain-Assisted Federated Learning for Intelligent Edge Computing

(2020) Meng Shen et al.   IEEE Internet of Things Journal

A Blockchained Federated Learning Framework for Cognitive Computing in Industry 4.0 Networks

(2020) Youyang Qu et al.   IEEE Transactions on Industrial Informatics

Blockchain-Based Federated Learning for Device Failure Detection in Industrial IoT

(2020) Weishan Zhang et al.   IEEE Internet of Things Journal

Low-Latency Federated Learning and Blockchain for Edge Association in Digital Twin Empowered 6G Networks

(2020) Yunlong Lu et al.   IEEE Transactions on Industrial Informatics

A Hierarchical Blockchain-Enabled Federated Learning Algorithm for Knowledge Sharing in Internet of Vehicles

(2020) Haoye Chai et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Biscotti: A Blockchain System for Private and Secure Federated Learning

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

Circuit Copyright Blockchain: Blockchain-Based Homomorphic Encryption for IP Circuit Protection

(2020) Wei Liang et al.   IEEE Transactions on Emerging Topics in Computing

A Traceable and Revocable Ciphertext-Policy Attribute-based Encryption Scheme Based on Privacy Protection

(2020) Dezhi Han et al.   IEEE Transactions on Dependable and Secure Computing

Federated Learning Meets Contract Theory: Economic-Efficiency Framework for Electric Vehicle Networks

(2020) Yuris Mulya Saputra et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

CREAT: Blockchain-Assisted Compression Algorithm of Federated Learning for Content Caching in Edge Computing

(2020) Laizhong Cui et al.   IEEE Internet of Things Journal

Federated Machine Learning

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

Adaptive Federated Learning in Resource Constrained Edge Computing Systems

(2019) Shiqiang Wang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

A Secure FaBric Blockchain-Based Data Transmission Technique for Industrial Internet-of-Things

(2019) Wei Liang et al.   IEEE Transactions on Industrial Informatics

In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning

(2019) Xiaofei Wang et al.   IEEE NETWORK

BlockDeepNet: A Blockchain-Based Secure Deep Learning for IoT Network

(2019) Shailendra Rathore et al.   Sustainability

Distributed Federated Learning for Ultra-Reliable Low-Latency Vehicular Communications

(2019) Sumudu Samarakoon et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Differentially Private Asynchronous Federated Learning for Mobile Edge Computing in Urban Informatics

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

An Industrial Network Intrusion Detection Algorithm Based on Multifeature Data Clustering Optimization Model

(2019) Wei Liang et al.   IEEE Transactions on Industrial Informatics

Blockchained On-Device Federated Learning

(2019) Hyesung Kim et al.   IEEE COMMUNICATIONS LETTERS

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

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

Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data

(2019) Felix Sattler et al.   IEEE Transactions on Neural Networks and Learning Systems

Distributed Blockchain-Based Data Protection Framework for Modern Power Systems against Cyber Attacks

(2018) Gaoqi Liang et al.   IEEE Transactions on Smart Grid

A survey on application of machine learning for Internet of Things

(2018) Laizhong Cui et al.   International Journal of Machine Learning and Cybernetics

Chained Anomaly Detection Models for Federated Learning: An Intrusion Detection Case Study

(2018) Davy Preuveneers et al.   Applied Sciences-Basel

CrowdBC: A Blockchain-Based Decentralized Framework for Crowdsourcing

(2018) Ming Li et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

A survey on the security of blockchain systems

(2017) Xiaoqi Li et al.   Future Generation Computer Systems-The International Journal of eScience

From blockchain consensus back to Byzantine consensus

(2017) Vincent Gramoli   Future Generation Computer Systems-The International Journal of eScience