awesome-blockchain-and-federated-learning

[WIP] A curated list of publications cross blockchain and federated learning.

Number of papers over time

year	number of papers
2017	140
2018	439
2019	848
2020	1910
2021	3110
2022 (May)	1730

The above number is getting from Google Scholar search.

Papers

2021

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

• A Systematic Literature Review of Blockchain-based Federated Learning: Architectures, Applications and Issues

• Privacy-preserving blockchain-based federated learning for traffic flow prediction

• Federated Learning Meets Blockchain in Edge Computing: Opportunities and Challenges

• BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture

• Blockchain and Federated Learning for Collaborative Intrusion Detection in Vehicular Edge Computing

• A Systematic Literature Review of Blockchain-based Federated Learning: Architectures, Applications and Issues

• Integration of blockchain and federated learning for Internet of Things: Recent advances and future challenges

2020

• BlockFLow: An Accountable and Privacy-Preserving Solution for Federated Learning

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

• A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus

• Blockchain Empowered Asynchronous Federated Learning for Secure Data Sharing in Internet of Vehicles

• Decentralized Privacy Using Blockchain-Enabled Federated Learning in Fog Computing

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

2019

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