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Securing Federated Learning With Blockchain in the Medical Field: Systematic Literature Review
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1 of the 119 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1007/s00500-023-08330-6 (notice 2024-08-21).
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/cpe.4469openalex-snapshot
Blockchain‐based fair three‐party contract signing protocol for fog computing
inferredcites →https://doi.org/10.1007/978-3-030-32692-0_16openalex-snapshot
Privacy-Preserving Federated Brain Tumour Segmentation
inferredcites →https://doi.org/10.1007/978-3-030-40186-3_13openalex-snapshot
SoK: A Consensus Taxonomy in the Blockchain Era
inferredcites →https://doi.org/10.1007/978-3-030-59137-3_20openalex-snapshot
Blockchain-Based Federated Learning in Medicine
inferredcites →https://doi.org/10.1007/978-3-030-63076-8_17openalex-snapshot
Federated Learning for Open Banking
inferredcites →https://doi.org/10.1007/978-981-19-2976-2_6openalex-snapshot
A Blockchain-Empowered Federated Learning System and the Promising Use in Drug Discovery
inferredcites →https://doi.org/10.1007/s00500-023-08330-6openalex-snapshot
RETRACTED ARTICLE: Securing health care data through blockchain enabled collaborative machine learning
inferredcites →https://doi.org/10.1007/s10462-022-10271-9openalex-snapshot
Securing federated learning with blockchain: a systematic literature review
inferredcites →https://doi.org/10.1007/s11042-022-14023-3openalex-snapshot
Blockchain-based medical health record access control scheme with efficient protection mechanism and patient control
inferredcites →https://doi.org/10.1007/s12652-022-04372-0openalex-snapshot
Blockchain-based federated learning with checksums to increase security in Internet of Things solutions
inferredcites →https://doi.org/10.1007/s41666-020-00082-4openalex-snapshot
Federated Learning for Healthcare Informatics
inferredcites →https://doi.org/10.1016/j.artmed.2023.102572openalex-snapshot
A new lung cancer detection method based on the chest CT images using Federated Learning and blockchain systems
inferredcites →https://doi.org/10.1016/j.bcra.2021.100006openalex-snapshot
A survey on the adoption of blockchain in IoT: challenges and solutions
inferredcites →https://doi.org/10.1016/j.bspc.2024.106213openalex-snapshot
Optimized data management and secured federated learning in the Internet of Medical Things (IoMT) with blockchain technology
inferredcites →https://doi.org/10.1016/j.comcom.2024.04.024openalex-snapshot
Privacy-preserving in Blockchain-based Federated Learning systems
inferredcites →https://doi.org/10.1016/j.compbiomed.2023.107630openalex-snapshot
A blockchain-based federated learning mechanism for privacy preservation of healthcare IoT data
inferredcites →https://doi.org/10.1016/j.compbiomed.2024.108646openalex-snapshot
Privacy-preserving blockchain-based federated learning for brain tumor segmentation
inferredcites →https://doi.org/10.1016/j.dcan.2022.08.001openalex-snapshot
A survey on blockchain-enabled federated learning and its prospects with digital twin
inferredcites →https://doi.org/10.1016/j.health.2023.100192openalex-snapshot
A systematic review of privacy-preserving methods deployed with blockchain and federated learning for the telemedicine
inferredcites →https://doi.org/10.1016/j.ijmedinf.2018.01.007openalex-snapshot
Federated learning of predictive models from federated Electronic Health Records
inferredcites →https://doi.org/10.1016/j.ijpharm.2021.120235openalex-snapshot
Blockchain Medledger: Hyperledger fabric enabled drug traceability system for counterfeit drugs in pharmaceutical industry
inferredcites →https://doi.org/10.1016/j.iot.2019.100081openalex-snapshot
Blockchain for the IoT and industrial IoT: A review
inferredcites →https://doi.org/10.1016/j.iot.2019.100107openalex-snapshot
Blockchain technology: A survey on applications and security privacy Challenges
inferredcites →https://doi.org/10.1016/j.knosys.2021.106775openalex-snapshot
A survey on federated learning
inferredcites →https://doi.org/10.1021/acs.jcim.3c00799openalex-snapshot
MELLODDY: Cross-pharma Federated Learning at Unprecedented Scale Unlocks Benefits in QSAR without Compromising Proprietary Information
inferredcites →https://doi.org/10.1049/cit2.12287openalex-snapshot
Data privacy model using blockchain reinforcement federated learning approach for scalable internet of medical things
inferredcites →https://doi.org/10.1080/09540091.2021.1936455openalex-snapshot
Applications of federated learning in smart cities: recent advances, taxonomy, and open challenges
inferredcites →https://doi.org/10.1093/jamia/ocaa172openalex-snapshot
SCOR: A secure international informatics infrastructure to investigate COVID-19
inferredcites →https://doi.org/10.1093/jamia/ocx068openalex-snapshot
Blockchain distributed ledger technologies for biomedical and health care applications
inferredcites →https://doi.org/10.1093/jamia/ocx105openalex-snapshot
Uncovering exposures responsible for birth season – disease effects: a global study
inferredcites →https://doi.org/10.1109/access.2018.2890507openalex-snapshot
Blockchain for AI: Review and Open Research Challenges
inferredcites →https://doi.org/10.1109/access.2019.2896108openalex-snapshot
A Survey on Consensus Mechanisms and Mining Strategy Management in Blockchain Networks
inferredcites →https://doi.org/10.1109/access.2019.2925010openalex-snapshot
Proof-of-Stake Consensus Mechanisms for Future Blockchain Networks: Fundamentals, Applications and Opportunities
inferredcites →https://doi.org/10.1109/access.2020.3037474openalex-snapshot
Secure and Provenance Enhanced Internet of Health Things Framework: A Blockchain Managed Federated Learning Approach
inferredcites →https://doi.org/10.1109/bigcom.2019.00030openalex-snapshot
FLChain: A Blockchain for Auditable Federated Learning with Trust and Incentive
inferredcites →https://doi.org/10.1109/bigdatacongress.2017.85openalex-snapshot
An Overview of Blockchain Technology: Architecture, Consensus, and Future Trends
inferredcites →https://doi.org/10.1109/cits49457.2020.9232662openalex-snapshot
BITS: A Blockchain-driven Intelligent Scheme for Telesurgery System
inferredcites →https://doi.org/10.1109/cloudcom2018.2018.00058openalex-snapshot
A Design of Blockchain-Based Architecture for the Security of Electronic Health Record (EHR) Systems
inferredcites →https://doi.org/10.1109/compsac54236.2022.00203openalex-snapshot
A New Era of Blockchain-Powered Decentralized Finance (DeFi) - A Review
inferredcites →https://doi.org/10.1109/comst.2023.3315746openalex-snapshot
Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges
inferredcites →https://doi.org/10.1109/cybermatics_2018.2018.00206openalex-snapshot
Drugledger: A Practical Blockchain System for Drug Traceability and Regulation
inferredcites →https://doi.org/10.1109/globecom46510.2021.9685388openalex-snapshot
Towards a Secure and Reliable Federated Learning using Blockchain
inferredcites →https://doi.org/10.1109/icbc51069.2021.9461062openalex-snapshot
Design patterns and framework for blockchain integration in supply chains
inferredcites →https://doi.org/10.1109/icc.2019.8761315openalex-snapshot
Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge
inferredcites →https://doi.org/10.1109/icc40277.2020.9148979openalex-snapshot
Privacy-aware and Resource-saving Collaborative Learning for Healthcare in Cloud Computing
inferredcites →https://doi.org/10.1109/icsse.2019.8823094openalex-snapshot
A Survey on Security and Privacy Issues of Blockchain Technology
inferredcites →https://doi.org/10.1109/infocom.2019.8737416openalex-snapshot
Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning
inferredcites →https://doi.org/10.1109/infocomwkshps50562.2020.9163027openalex-snapshot
Towards Blockchain-Based Reputation-Aware Federated Learning
inferredcites →https://doi.org/10.1109/jbhi.2022.3143576openalex-snapshot
IoMT: A COVID-19 Healthcare System Driven by Federated Learning and Blockchain
inferredcites →https://doi.org/10.1109/jbhi.2022.3165945openalex-snapshot
Federated-Learning Based Privacy Preservation and Fraud-Enabled Blockchain IoMT System for Healthcare
inferredcites →https://doi.org/10.1109/jiot.2019.2940820openalex-snapshot
Incentive Mechanism for Reliable Federated Learning: A Joint Optimization Approach to Combining Reputation and Contract Theory
inferredcites →https://doi.org/10.1109/jiot.2020.2977383openalex-snapshot
Decentralized Privacy Using Blockchain-Enabled Federated Learning in Fog Computing
inferredcites →https://doi.org/10.1109/jiot.2020.3014370openalex-snapshot
CREAT: Blockchain-Assisted Compression Algorithm of Federated Learning for Content Caching in Edge Computing
inferredcites →https://doi.org/10.1109/jiot.2020.3017377openalex-snapshot
Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices
inferredcites →https://doi.org/10.1109/jiot.2020.3028101openalex-snapshot
Hybrid Blockchain-Based Resource Trading System for Federated Learning in Edge Computing
inferredcites →https://doi.org/10.1109/jiot.2021.3056185openalex-snapshot
Dynamic-Fusion-Based Federated Learning for COVID-19 Detection
inferredcites →https://doi.org/10.1109/jiot.2022.3160425openalex-snapshot
High-Quality Model Aggregation for Blockchain-Based Federated Learning via Reputation-Motivated Task Participation
inferredcites →https://doi.org/10.1109/jiot.2023.3298196openalex-snapshot
A Blockchain-Based Federated Learning Scheme for Data Sharing in Industrial Internet of Things
inferredcites →https://doi.org/10.1109/jiot.2024.3367249openalex-snapshot
Federated Learning Meets Blockchain in Decentralized Data Sharing: Healthcare Use Case
inferredcites →https://doi.org/10.1109/jsen.2021.3076767openalex-snapshot
Blockchain-Federated-Learning and Deep Learning Models for COVID-19 Detection Using CT Imaging
inferredcites →https://doi.org/10.1109/lcomm.2019.2921755openalex-snapshot
Blockchained On-Device Federated Learning
inferredcites →https://doi.org/10.1109/mc.2018.3620971openalex-snapshot
AI and Blockchain: A Disruptive Integration
inferredcites →https://doi.org/10.1109/mis.2020.2988604openalex-snapshot
FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare
inferredcites →https://doi.org/10.1109/mnet.011.1900598openalex-snapshot
Blockchain and Federated Learning for 5G Beyond
inferredcites →https://doi.org/10.1109/mnet.011.2000263openalex-snapshot
A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus
inferredcites →https://doi.org/10.1109/r10-htc57504.2023.10461823openalex-snapshot
Preserving Privacy and Security of Electronic Health Records using Blockchain-based Federated Learning (BFL) Framework
inferredcites →https://doi.org/10.1109/segah49190.2020.9201726openalex-snapshot
HapiChain: A Blockchain-based Framework for Patient-Centric Telemedicine
inferredcites →https://doi.org/10.1109/sp.2019.00029openalex-snapshot
Exploiting Unintended Feature Leakage in Collaborative Learning
inferredcites →https://doi.org/10.1109/sp.2019.00065openalex-snapshot
Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning
inferredcites →https://doi.org/10.1109/spw.2015.27openalex-snapshot
Decentralizing Privacy: Using Blockchain to Protect Personal Data
inferredcites →https://doi.org/10.1109/srds.2017.36openalex-snapshot
Performance Modeling of PBFT Consensus Process for Permissioned Blockchain Network (Hyperledger Fabric)
inferredcites →https://doi.org/10.1109/tc.2021.3072033openalex-snapshot
BAFL: A Blockchain-Based Asynchronous Federated Learning Framework
inferredcites →https://doi.org/10.1109/tce.2023.3315415openalex-snapshot
Blockchain-Based Federated Learning Technique for Privacy Preservation and Security of Smart Electronic Health Records
inferredcites →https://doi.org/10.1109/tcss.2023.3235950openalex-snapshot
Federated Learning and Blockchain-Enabled Fog-IoT Platform for Wearables in Predictive Healthcare
inferredcites →https://doi.org/10.1109/tdsc.2019.2952332openalex-snapshot
DeepChain: Auditable and Privacy-Preserving Deep Learning with Blockchain-based Incentive
inferredcites →https://doi.org/10.1109/tetc.2023.3268186openalex-snapshot
Blockchain-Based Federated Learning With SMPC Model Verification Against Poisoning Attack for Healthcare Systems
inferredcites →https://doi.org/10.1109/tii.2019.2942190openalex-snapshot
Blockchain and Federated Learning for Privacy-Preserved Data Sharing in Industrial IoT
inferredcites →https://doi.org/10.1109/tii.2020.3007817openalex-snapshot
A Blockchained Federated Learning Framework for Cognitive Computing in Industry 4.0 Networks
inferredcites →https://doi.org/10.1109/tii.2021.3049405openalex-snapshot
Enabling Secure Authentication in Industrial IoT With Transfer Learning Empowered Blockchain
inferredcites →https://doi.org/10.1109/tii.2021.3098010openalex-snapshot
A Federated Learning Based Privacy-Preserving Smart Healthcare System
inferredcites →https://doi.org/10.1109/tii.2022.3189170openalex-snapshot
Cloud-IIoT-Based Electronic Health Record Privacy-Preserving by CNN and Blockchain-Enabled Federated Learning
inferredcites →https://doi.org/10.1109/tits.2022.3205445openalex-snapshot
High-Efficiency Blockchain-Based Supply Chain Traceability
inferredcites →https://doi.org/10.1109/tkde.2017.2781227openalex-snapshot
Untangling Blockchain: A Data Processing View of Blockchain Systems
inferredcites →https://doi.org/10.1109/tnse.2022.3146399openalex-snapshot
Node Selection Toward Faster Convergence for Federated Learning on Non-IID Data
inferredcites →https://doi.org/10.1109/tnsm.2023.3308331openalex-snapshot
IoMT: A Medical Resource Management System Using Edge Empowered Blockchain Federated Learning
inferredcites →https://doi.org/10.1109/tpds.2020.3044223openalex-snapshot
Biscotti: A Blockchain System for Private and Secure Federated Learning
inferredcites →https://doi.org/10.1109/tpds.2021.3056773openalex-snapshot
Proof of Federated Learning: A Novel Energy-Recycling Consensus Algorithm
inferredcites →https://doi.org/10.1109/trustcom/bigdatase.2019.00057openalex-snapshot
Poisoning Attack in Federated Learning using Generative Adversarial Nets
inferredcites →https://doi.org/10.1109/tvt.2020.2973651openalex-snapshot
Blockchain Empowered Asynchronous Federated Learning for Secure Data Sharing in Internet of Vehicles
inferredcites →https://doi.org/10.1109/vts-apwcs.2019.8851649openalex-snapshot
Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach
inferredcites →https://doi.org/10.1145/2976749.2978341openalex-snapshot
On the Security and Performance of Proof of Work Blockchains
inferredcites →https://doi.org/10.1145/3501296openalex-snapshot
Federated Learning for Smart Healthcare: A Survey
inferredcites →https://doi.org/10.1145/3501813openalex-snapshot
Federated Learning for Healthcare: Systematic Review and Architecture Proposal
inferredcites →https://doi.org/10.1145/3524104openalex-snapshot
Blockchain-enabled Federated Learning: A Survey
inferredcites →https://doi.org/10.1145/3570953openalex-snapshot
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions
inferredcites →https://doi.org/10.1155/2021/4376418openalex-snapshot
A Blockchain‐Based Federated Learning Method for Smart Healthcare
inferredcites →https://doi.org/10.1186/s13677-022-00294-6openalex-snapshot
BVFLEMR: an integrated federated learning and blockchain technology for cloud-based medical records recommendation system
inferredcites →https://doi.org/10.21428/18d9181c.d22aa10aopenalex-snapshot
General Vision of the Regulation (EU) 2016/679 of the European Parliament and of the Council of April 27, 2016
inferredcites →https://doi.org/10.23919/apnoms.2019.8892848openalex-snapshot
FLchain: Federated Learning via MEC-enabled Blockchain Network
inferredcites →https://doi.org/10.23919/apnoms.2019.8893114openalex-snapshot
Blockchain-based Node-aware Dynamic Weighting Methods for Improving Federated Learning Performance
inferredcites →https://doi.org/10.23919/icact53585.2022.9728772openalex-snapshot
Protecting Personal Healthcare Record Using Blockchain & Federated Learning Technologies
inferredcites →https://doi.org/10.24963/ijcai.2022/385openalex-snapshot
FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server
inferredcites →https://doi.org/10.3389/fpubh.2022.892499openalex-snapshot
FLED-Block: Federated Learning Ensembled Deep Learning Blockchain Model for COVID-19 Prediction
inferredcites →https://doi.org/10.3389/fpubh.2022.938707openalex-snapshot
Blockchain and cloud computing-based secure electronic healthcare records storage and sharing
inferredcites →https://doi.org/10.3389/frai.2021.746497openalex-snapshot
In the Pursuit of Privacy: The Promises and Predicaments of Federated Learning in Healthcare
inferredcites →https://doi.org/10.3390/biomedicines12081916openalex-snapshot
Decentralized and Secure Collaborative Framework for Personalized Diabetes Prediction
inferredcites →https://doi.org/10.3390/electronics12010136openalex-snapshot
Blockchain Federated Learning for In-Home Health Monitoring
inferredcites →https://doi.org/10.3390/fi15120400openalex-snapshot
A Survey on Blockchain-Based Federated Learning
inferredcites →https://doi.org/10.3390/healthcare10101840openalex-snapshot
Incentive EMR Sharing System Based on Consortium Blockchain and IPFS
inferredcites →https://doi.org/10.3390/healthcare7020056openalex-snapshot
Blockchain Technology in Healthcare: A Systematic Review
inferredcites →https://doi.org/10.3390/math11143093openalex-snapshot
Towards Efficient and Trustworthy Pandemic Diagnosis in Smart Cities: A Blockchain-Based Federated Learning Approach
inferredcites →https://doi.org/10.3390/s23177476openalex-snapshot
Empowering Precision Medicine: Unlocking Revolutionary Insights through Blockchain-Enabled Federated Learning and Electronic Medical Records
inferredcites →https://doi.org/10.36227/techrxiv.171340632.25905526/v1openalex-snapshot
Integration of Federated Learning and Blockchain in Healthcare: A Tutorial
inferredcites →https://doi.org/10.5213/inj.1836144.072openalex-snapshot
Recent Patient Health Monitoring Platforms Incorporating Internet of Things-Enabled Smart Devices
inferredcites →https://doi.org/10.55730/1300-0632.3950openalex-snapshot
Blockchain and federated learning-based security solutions for telesurgery system: a comprehensive review
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/ail2.70044openalex-snapshot
AI ‐Powered Personalization Across Digital Ecosystems: A Trust‐Centric Perspective on Intelligent, Ethical, and Adaptive User‐Centric Systems
inferred← citeshttps://doi.org/10.1109/access.2026.3734094openalex-snapshot
BeDaSH+: A Comprehensive Framework for Blockchain-Enabled Data-Driven Telehealth Security With Federated Learning, TinyML, and GDPR Compliance
inferred← citeshttps://doi.org/10.1109/datascimi67380.2026.11523905openalex-snapshot
Edge-Intelligent Blockchain Framework for Ultra-Secure and Energy-Efficient Real-Time Patient Monitoring in IoMT Using Hierarchical Federated Learning
inferred← citeshttps://doi.org/10.1109/iccvbic71195.2026.11688743openalex-snapshot
Deep Learning Techniques for Lung Cancer Detection from CT Images: A Comprehensive Review with Federated Learning and Blockchain-Based Security
inferred← citeshttps://doi.org/10.1109/icscan66520.2026.11588415openalex-snapshot
Adversarial AutoEncoder-Based Trust-Aware Hybrid Learning Model for Federated Learning for Secure IoMT Networks
inferred← citeshttps://doi.org/10.2196/95788openalex-snapshot
Correction: Securing Federated Learning With Blockchain in the Medical Field: Systematic Literature Review
inferred← citeshttps://doi.org/10.3389/fdgth.2026.1871960openalex-snapshot
Secure healthcare data management using federated learning, blockchain, and explainable artificial intelligence: a systematic review
inferred← citeshttps://doi.org/10.3390/bioengineering13101173openalex-snapshot
Blockchain and Internet of Medical Things for Resilient Healthcare
inferred← citeshttps://doi.org/10.3390/diagnostics16193171openalex-snapshot
Artificial Intelligence-Enabled Medical Diagnosis in the Internet of Medical Things: An End-to-End Survey of Connected Sensing, Distributed Intelligence, Clinical Applications, and Validation
inferred← citeshttps://doi.org/10.47670/wuwijar20262vnrkamkopenalex-snapshot
Multimodal and Explainable Artificial Intelligence for Precision Healthcare: Integrating Federated Learning, Governance, and Affective Computing
inferred← citeshttps://doi.org/10.5772/intechopen.1017056openalex-snapshot
Perspective Chapter: Toward Decentralized Intelligence – Blockchain-Enabled AI and the Future of the Digital Economy
inferred← citeshttps://doi.org/10.62411/faith.3048-3719-447openalex-snapshot
Blockchain-Enabled Federated Learning for Healthcare: An Empirical Evaluation of the Integrity Boundary, Byzantine Robustness, and Ledger Overhead
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