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Federated Learning: Navigating the Landscape of Collaborative Intelligence

https://doi.org/10.3390/electronics13234744

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Multi-level Federated Learning Mechanism with Reinforcement Learning Optimizing in Smart City

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Blockchain and Federated Learning Based Integrated Approach for Agricultural Internet of Things

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FedProLs: federated learning for IoT perception data prediction

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An ensemble deep federated learning cyber-threat hunting model for Industrial Internet of Things

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Blockchained service provisioning and malicious node detection via federated learning in scalable Internet of Sensor Things networks

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Federated learning for malware detection in IoT devices

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Boosted federated learning based on improved Particle Swarm Optimization for healthcare IoT devices

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Towards asynchronous federated learning for heterogeneous edge-powered internet of things

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Smart and collaborative industrial IoT: A federated learning and data space approach

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Privacy-Preserving and Traceable Federated Learning for data sharing in industrial IoT applications

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Reliable customer analysis using federated learning and exploring deep-attention edge intelligence

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Communication-efficient hierarchical federated learning for IoT heterogeneous systems with imbalanced data

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A framework for privacy-preservation of IoT healthcare data using Federated Learning and blockchain technology

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Communication-Efficient Federated Learning for Digital Twin Systems of Industrial Internet of Things

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Communication-efficient semi-synchronous hierarchical federated learning with balanced training in heterogeneous IoT edge environments

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PPFchain: A novel framework privacy-preserving blockchain-based federated learning method for sensor networks

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Energy-efficient distributed federated learning offloading and scheduling healthcare system in blockchain based networks

inferredcites →https://doi.org/10.1016/j.jfranklin.2023.03.035openalex-snapshot

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High-accuracy low-cost privacy-preserving federated learning in IoT systems via adaptive perturbation

inferredcites →https://doi.org/10.1016/j.jnca.2022.103486openalex-snapshot

VREFL: Verifiable and Reconnection-Efficient Federated Learning in IoT scenarios

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FELIDS: Federated learning-based intrusion detection system for agricultural Internet of Things

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Blockchain and Federated Learning Based Bidding Applications in Power Markets

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Hybrid differential privacy based federated learning for Internet of Things

inferredcites →https://doi.org/10.1109/access.2020.3023940openalex-snapshot

Resource Optimized Federated Learning-Enabled Cognitive Internet of Things for Smart Industries

inferredcites →https://doi.org/10.1109/appeec53445.2022.10072290openalex-snapshot

FedREP: Towards Horizontal Federated Load Forecasting for Retail Energy Providers

inferredcites →https://doi.org/10.1109/bigdata55660.2022.10020836openalex-snapshot

Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things

inferredcites →https://doi.org/10.1109/cic52973.2021.00013openalex-snapshot

Hierarchical Federated Learning based Anomaly Detection using Digital Twins for Smart Healthcare

inferredcites →https://doi.org/10.1109/csci49370.2019.00218openalex-snapshot

Distributed Sensing Using Smart End-User Devices: Pathway to Federated Learning for Autonomous IoT

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A Privacy-Preserving Deep Learning Scheme for Edge-enhanced Smart Homes

inferredcites →https://doi.org/10.1109/dsc55868.2022.00066openalex-snapshot

FLYFDetect: A Smart Home Privacy Protection Framework via Federated Learning

inferredcites →https://doi.org/10.1109/globecom42002.2020.9322464openalex-snapshot

Particle Swarm Optimized Federated Learning For Industrial IoT and Smart City Services

inferredcites →https://doi.org/10.1109/globecom42002.2020.9348249openalex-snapshot

Communication-Efficient Federated Learning for Anomaly Detection in Industrial Internet of Things

inferredcites →https://doi.org/10.1109/globecom48099.2022.10001569openalex-snapshot

Green Federated Learning via Energy-Aware Client Selection

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Energy-Efficient Federated Learning in Internet of Drones Networks

inferredcites →https://doi.org/10.1109/icais50930.2021.9395938openalex-snapshot

Impact of Federated Learning On Smart Buildings

inferredcites →https://doi.org/10.1109/iccworkshops53468.2022.9814690openalex-snapshot

Energy Efficient Distributed Learning in Integrated Fog-Cloud Computing Enabled IoT Networks

inferredcites →https://doi.org/10.1109/iciem59379.2023.10167236openalex-snapshot

Blockchain and Federated Learning Enabled Smart Traffic Management System for Smart Cities

inferredcites →https://doi.org/10.1109/icses52305.2021.9633785openalex-snapshot

Efficient Multilevel Federated Compressed Reinforcement Learning of Smart Homes Using Deep Learning Methods

inferredcites →https://doi.org/10.1109/ictc52510.2021.9621207openalex-snapshot

FedRC: A Federated Learning-Based Roadside Computing Paradigm Through the Facilitation of Internet of Drones

inferredcites →https://doi.org/10.1109/iotdi49375.2020.00017openalex-snapshot

Learning Context-Aware Policies from Multiple Smart Homes via Federated Multi-Task Learning

inferredcites →https://doi.org/10.1109/iotm.001.2100230openalex-snapshot

Blockchain-Governed Federated Transfer Learning for Secure Internet of Drones Networks

inferredcites →https://doi.org/10.1109/ispds58840.2023.10235568openalex-snapshot

A Blockchain-Based Federated Learning for Smart Homes

inferredcites →https://doi.org/10.1109/iwcmc51323.2021.9498820openalex-snapshot

Deep Federated Learning for IoT-based Decentralized Healthcare Systems

inferredcites →https://doi.org/10.1109/jbhi.2022.3157725openalex-snapshot

Privacy-Preserving Federated Learning for Internet of Medical Things Under Edge Computing

inferredcites →https://doi.org/10.1109/jbhi.2022.3183644openalex-snapshot

Anti-Jamming Strategy for Federated Learning in Internet of Medical Things: A Game Approach

inferredcites →https://doi.org/10.1109/jbhi.2022.3187471openalex-snapshot

A Simple Federated Learning-Based Scheme for Security Enhancement Over Internet of Medical Things

inferredcites →https://doi.org/10.1109/jiot.2019.2956615openalex-snapshot

Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT

inferredcites →https://doi.org/10.1109/jiot.2020.2964162openalex-snapshot

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

inferredcites →https://doi.org/10.1109/jiot.2020.2988033openalex-snapshot

Multiagent DDPG-Based Deep Learning for Smart Ocean Federated Learning IoT Networks

inferredcites →https://doi.org/10.1109/jiot.2020.2991401openalex-snapshot

Privacy-Preserving Traffic Flow Prediction: A Federated Learning Approach

inferredcites →https://doi.org/10.1109/jiot.2020.2994596openalex-snapshot

Toward Communication-Efficient Federated Learning in the Internet of Things With Edge Computing

inferredcites →https://doi.org/10.1109/jiot.2020.3007662openalex-snapshot

Realizing the Heterogeneity: A Self-Organized Federated Learning Framework for IoT

inferredcites →https://doi.org/10.1109/jiot.2020.3011726openalex-snapshot

Deep Anomaly Detection for Time-Series Data in Industrial IoT: A Communication-Efficient On-Device Federated Learning Approach

inferredcites →https://doi.org/10.1109/jiot.2020.3015772openalex-snapshot

Communication-Efficient Federated Learning and Permissioned Blockchain for Digital Twin Edge Networks

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.2020.3022534openalex-snapshot

Efficient Federated Learning Algorithm for Resource Allocation in Wireless IoT Networks

inferredcites →https://doi.org/10.1109/jiot.2020.3022590openalex-snapshot

Enhancing Federated Learning in Fog-Aided IoT by CPU Frequency and Wireless Power Control

inferredcites →https://doi.org/10.1109/jiot.2020.3028742openalex-snapshot

FedMCCS: Multicriteria Client Selection Model for Optimal IoT Federated Learning

inferredcites →https://doi.org/10.1109/jiot.2020.3032544openalex-snapshot

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

inferredcites →https://doi.org/10.1109/jiot.2020.3033806openalex-snapshot

Dynamic Contract Design for Federated Learning in Smart Healthcare Applications

inferredcites →https://doi.org/10.1109/jiot.2020.3036157openalex-snapshot

Budgeted Online Selection of Candidate IoT Clients to Participate in Federated Learning

inferredcites →https://doi.org/10.1109/jiot.2020.3037194openalex-snapshot

Local Differential Privacy-Based Federated Learning for Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2020.3046509openalex-snapshot

FogFL: Fog-Assisted Federated Learning for Resource-Constrained IoT Devices

inferredcites →https://doi.org/10.1109/jiot.2021.3074382openalex-snapshot

Toward Accurate Anomaly Detection in Industrial Internet of Things Using Hierarchical Federated Learning

inferredcites →https://doi.org/10.1109/jiot.2021.3077803openalex-snapshot

Federated-Learning-Based Anomaly Detection for IoT Security Attacks

inferredcites →https://doi.org/10.1109/jiot.2021.3081578openalex-snapshot

Cross-Cluster Federated Learning and Blockchain for Internet of Medical Things

inferredcites →https://doi.org/10.1109/jiot.2021.3081606openalex-snapshot

D2MIF: A Malicious Model Detection Mechanism for Federated-Learning-Empowered Artificial Intelligence of Things

inferredcites →https://doi.org/10.1109/jiot.2021.3088056openalex-snapshot

Securing Critical IoT Infrastructures With Blockchain-Supported Federated Learning

inferredcites →https://doi.org/10.1109/jiot.2021.3089334openalex-snapshot

BrainIoT: Brain-Like Productive Services Provisioning With Federated Learning in Industrial IoT

inferredcites →https://doi.org/10.1109/jiot.2021.3103635openalex-snapshot

Sustainability of Healthcare Data Analysis IoT-Based Systems Using Deep Federated Learning

inferredcites →https://doi.org/10.1109/jiot.2021.3103715openalex-snapshot

Jointly Optimizing Client Selection and Resource Management in Wireless Federated Learning for Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2021.3110097openalex-snapshot

LTSM: Lightweight and Trusted Sharing Mechanism of IoT Data in Smart City

inferredcites →https://doi.org/10.1109/jiot.2021.3110784openalex-snapshot

FedDetect: A Novel Privacy-Preserving Federated Learning Framework for Energy Theft Detection in Smart Grid

inferredcites →https://doi.org/10.1109/jiot.2021.3111088openalex-snapshot

Privacy-Preserving Asynchronous Grouped Federated Learning for IoT

inferredcites →https://doi.org/10.1109/jiot.2021.3127886openalex-snapshot

Lightweight Federated Learning for Large-Scale IoT Devices With Privacy Guarantee

inferredcites →https://doi.org/10.1109/jiot.2021.3132363openalex-snapshot

A Communication-Efficient Federated Learning Scheme for IoT-Based Traffic Forecasting

inferredcites →https://doi.org/10.1109/jiot.2021.3138693openalex-snapshot

BESIFL: Blockchain-Empowered Secure and Incentive Federated Learning Paradigm in IoT

inferredcites →https://doi.org/10.1109/jiot.2021.3139772openalex-snapshot

Quantized Distributed Federated Learning for Industrial Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2022.3140430openalex-snapshot

A Federated Learning and Blockchain-Enabled Sustainable Energy Trade at the Edge: A Framework for Industry 4.0

inferredcites →https://doi.org/10.1109/jiot.2022.3143288openalex-snapshot

Federated Learning Protocols for IoT Edge Computing

inferredcites →https://doi.org/10.1109/jiot.2022.3145360openalex-snapshot

HeteFL: Network-Aware Federated Learning Optimization in Heterogeneous MEC-Enabled Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2022.3145865openalex-snapshot

IoT Device Friendly and Communication-Efficient Federated Learning via Joint Model Pruning and Quantization

inferredcites →https://doi.org/10.1109/jiot.2022.3151193openalex-snapshot

Federated Learning Over Wireless IoT Networks With Optimized Communication and Resources

inferredcites →https://doi.org/10.1109/jiot.2022.3151945openalex-snapshot

Robust Semisupervised Federated Learning for Images Automatic Recognition in Internet of Drones

inferredcites →https://doi.org/10.1109/jiot.2022.3153343openalex-snapshot

An Effective Federated Learning Verification Strategy and Its Applications for Fault Diagnosis in Industrial IoT Systems

inferredcites →https://doi.org/10.1109/jiot.2022.3156046openalex-snapshot

Fairness-Aware Federated Learning With Unreliable Links in Resource-Constrained Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2022.3161943openalex-snapshot

Data Heterogeneity-Robust Federated Learning via Group Client Selection in Industrial IoT

inferredcites →https://doi.org/10.1109/jiot.2022.3162499openalex-snapshot

A Redactable Blockchain Framework for Secure Federated Learning in Industrial Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2022.3162826openalex-snapshot

FedTor: An Anonymous Framework of Federated Learning in Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2022.3171926openalex-snapshot

A Blockchain-Based Model Migration Approach for Secure and Sustainable Federated Learning in IoT Systems

inferredcites →https://doi.org/10.1109/jiot.2022.3175918openalex-snapshot

Semisupervised Federated-Learning-Based Intrusion Detection Method for Internet of Things

inferredcites →https://doi.org/10.1109/jiot.2022.3176469openalex-snapshot

FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning

inferredcites →https://doi.org/10.1109/jiot.2022.3194546openalex-snapshot

Energy-Efficient Resource Allocation for Federated Learning in NOMA-Enabled and Relay-Assisted Internet of Things Networks

inferredcites →https://doi.org/10.1109/jiot.2022.3194833openalex-snapshot

Semi-Supervised Federated Learning Over Heterogeneous Wireless IoT Edge Networks: Framework and Algorithms

inferredcites →https://doi.org/10.1109/jiot.2022.3213650openalex-snapshot

FedQNN: A Computation–Communication-Efficient Federated Learning Framework for IoT With Low-Bitwidth Neural Network Quantization

inferredcites →https://doi.org/10.1109/jiot.2022.3228727openalex-snapshot

Graph Federated Learning for CIoT Devices in Smart Home Applications

inferredcites →https://doi.org/10.1109/jiot.2022.3230586openalex-snapshot

Privacy-Preserving and Communication-Efficient Energy Prediction Scheme Based on Federated Learning for Smart Grids

inferredcites →https://doi.org/10.1109/jiot.2023.3271692openalex-snapshot

Optimal Resource Management for Hierarchical Federated Learning Over HetNets With Wireless Energy Transfer

inferredcites →https://doi.org/10.1109/jiot.2023.3281909openalex-snapshot

HFSA: A Semi-Asynchronous Hierarchical Federated Recommendation System in Smart City

inferredcites →https://doi.org/10.1109/jiot.2023.3282732openalex-snapshot

A Game Theory-Based Incentive Mechanism for Collaborative Security of Federated Learning in Energy Blockchain Environment

inferredcites →https://doi.org/10.1109/jiot.2023.3290818openalex-snapshot

QuAsyncFL: Asynchronous Federated Learning With Quantization for Cloud–Edge–Terminal Collaboration Enabled AIoT

inferredcites →https://doi.org/10.1109/jsac.2021.3118352openalex-snapshot

Optimizing Federated Learning in Distributed Industrial IoT: A Multi-Agent Approach

inferredcites →https://doi.org/10.1109/jsac.2022.3229436openalex-snapshot

Low-Latency Federated Learning With DNN Partition in Distributed Industrial IoT Networks

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/lwc.2022.3151873openalex-snapshot

FBI: A Federated Learning-Based Blockchain-Embedded Data Accumulation Scheme Using Drones for Internet of Things

inferredcites →https://doi.org/10.1109/lwc.2023.3307416openalex-snapshot

Decentralized Federated Learning for Secure Space-Terrestrial Communication With Intelligent Reflecting Surface

inferredcites →https://doi.org/10.1109/mcomstd.0005.2200044openalex-snapshot

Federated Learning Encounters 6G Wireless Communication in the Scenario of Internet of Things

inferredcites →https://doi.org/10.1109/mm.2021.3112476openalex-snapshot

PEFL: Deep Privacy-Encoding-Based Federated Learning Framework for Smart Agriculture

inferredcites →https://doi.org/10.1109/mnet.002.2000334openalex-snapshot

UAV-Assisted Communication Efficient Federated Learning in the Era of the Artificial Intelligence of Things

inferredcites →https://doi.org/10.1109/mnet.011.2000286openalex-snapshot

Internet of Things Intrusion Detection: Centralized, On-Device, or Federated Learning?

inferredcites →https://doi.org/10.1109/mnet.011.2100121openalex-snapshot

Intelligent Resource Management at the Edge for Ubiquitous IoT: An SDN-Based Federated Learning Approach

inferredcites →https://doi.org/10.1109/mnet.101.2100125openalex-snapshot

On Smart IoT Remote Sensing over Integrated Terrestrial-Aerial-Space Networks: An Asynchronous Federated Learning Approach

inferredcites →https://doi.org/10.1109/mnet.121.2200099openalex-snapshot

Privacy-Preserving Continuous Authentication for Mobile and IoT Systems Using Warmup-Based Federated Learning

inferredcites →https://doi.org/10.1109/mwc.008.00475openalex-snapshot

Federated Learning Driven Secure Internet of Medical Things

inferredcites →https://doi.org/10.1109/pimrc50174.2021.9569716openalex-snapshot

Energy-Efficient Federated Learning Framework for Digital Twin-Enabled Industrial Internet of Things

inferredcites →https://doi.org/10.1109/tcad.2021.3110743openalex-snapshot

Client Scheduling and Resource Management for Efficient Training in Heterogeneous IoT-Edge Federated Learning

inferredcites →https://doi.org/10.1109/tccn.2021.3076167openalex-snapshot

Secure Federated Learning by Power Control for Internet of Drones

inferredcites →https://doi.org/10.1109/tcss.2021.3062053openalex-snapshot

FedVCP: A Federated-Learning-Based Cooperative Positioning Scheme for Social Internet of Vehicles

inferredcites →https://doi.org/10.1109/tcss.2021.3100258openalex-snapshot

Privacy-Preserving Blockchain-Based Federated Learning for Marine Internet of Things

inferredcites →https://doi.org/10.1109/tcss.2021.3134463openalex-snapshot

A Blockchain-Enabled Explainable Federated Learning for Securing Internet-of-Things-Based Social Media 3.0 Networks

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.2022.3173664openalex-snapshot

A Knowledge Transfer-based Semi-Supervised Federated Learning for IoT Malware Detection

inferredcites →https://doi.org/10.1109/tdsc.2022.3204535openalex-snapshot

Studying the Robustness of Anti-Adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors

inferredcites →https://doi.org/10.1109/tgcn.2021.3132561openalex-snapshot

Drones’ Edge Intelligence Over Smart Environments in B5G: Blockchain and Federated Learning Synergy

inferredcites →https://doi.org/10.1109/tii.2020.3010798openalex-snapshot

Communication-Efficient Federated Learning for Digital Twin Edge Networks in Industrial IoT

inferredcites →https://doi.org/10.1109/tii.2020.3034674openalex-snapshot

Adaptive Federated Learning and Digital Twin for Industrial Internet of Things

inferredcites →https://doi.org/10.1109/tii.2020.3036166openalex-snapshot

VFL: A Verifiable Federated Learning With Privacy-Preserving for Big Data in Industrial IoT

inferredcites →https://doi.org/10.1109/tii.2021.3067324openalex-snapshot

A Federated Learning-Based License Plate Recognition Scheme for 5G-Enabled Internet of Vehicles

inferredcites →https://doi.org/10.1109/tii.2021.3073642openalex-snapshot

Resource Allocation for Latency-Aware Federated Learning in Industrial Internet of Things

inferredcites →https://doi.org/10.1109/tii.2021.3088938openalex-snapshot

FLEAM: A Federated Learning Empowered Architecture to Mitigate DDoS in Industrial IoT

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.2021.3107783openalex-snapshot

Security and Privacy-Enhanced Federated Learning for Anomaly Detection in IoT Infrastructures

inferredcites →https://doi.org/10.1109/tii.2021.3126728openalex-snapshot

Intrusion Detection Based on Privacy-Preserving Federated Learning for the Industrial IoT

inferredcites →https://doi.org/10.1109/tii.2021.3128164openalex-snapshot

Byzantine-Robust Aggregation in Federated Learning Empowered Industrial IoT

inferredcites →https://doi.org/10.1109/tii.2021.3132954openalex-snapshot

RobustFL: Robust Federated Learning Against Poisoning Attacks in Industrial IoT Systems

inferredcites →https://doi.org/10.1109/tii.2022.3159684openalex-snapshot

A Blockchain-Empowered Cluster-Based Federated Learning Model for Blade Icing Estimation on IoT-Enabled Wind Turbine

inferredcites →https://doi.org/10.1109/tii.2022.3167663openalex-snapshot

Privacy-Preserved Cyberattack Detection in Industrial Edge of Things (IEoT): A Blockchain-Orchestrated Federated Learning Approach

inferredcites →https://doi.org/10.1109/tii.2022.3170348openalex-snapshot

Blockchain-Based Federated Learning With Secure Aggregation in Trusted Execution Environment for Internet-of-Things

inferredcites →https://doi.org/10.1109/tii.2022.3170900openalex-snapshot

DRL-Based Joint Resource Allocation and Device Orchestration for Hierarchical Federated Learning in NOMA-Enabled Industrial IoT

inferredcites →https://doi.org/10.1109/tii.2022.3173996openalex-snapshot

Multitentacle Federated Learning Over Software-Defined Industrial Internet of Things Against Adaptive Poisoning Attacks

inferredcites →https://doi.org/10.1109/tii.2022.3183465openalex-snapshot

Optimizing Federated Learning With Deep Reinforcement Learning for Digital Twin Empowered Industrial IoT

inferredcites →https://doi.org/10.1109/tii.2022.3210597openalex-snapshot

Federated Learning-Empowered Disease Diagnosis Mechanism in the Internet of Medical Things: From the Privacy-Preservation Perspective

inferredcites →https://doi.org/10.1109/tits.2022.3152156openalex-snapshot

DisBezant: Secure and Robust Federated Learning Against Byzantine Attack in IoT-Enabled MTS

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