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Federated learning with hybrid differential privacy for secure and reliable cross‐IoT platform knowledge sharing

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1 of the 26 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1016/j.heliyon.2023.e22844 (notice 2025-10-28).

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What this work says

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

inferredcites →https://doi.org/10.1016/j.aej.2023.09.053openalex-snapshot
Soft computing approach on estimating the lateral confinement coefficient of CFRP veiled circular columns
inferredcites →https://doi.org/10.1016/j.comcom.2022.11.009openalex-snapshot
An ensemble deep federated learning cyber-threat hunting model for Industrial Internet of Things
inferredcites →https://doi.org/10.1016/j.csi.2023.103720openalex-snapshot
Privacy preserving Federated Learning framework for IoMT based big data analysis using edge computing
inferredcites →https://doi.org/10.1016/j.eij.2023.100407openalex-snapshot
Reverse polarity optical Orthogonal frequency Division Multiplexing for High-Speed visible light communications system
inferredcites →https://doi.org/10.1016/j.heliyon.2023.e19451openalex-snapshot
A Novel partial sequence technique based Chaotic biogeography optimization for PAPR reduction in generalized frequency division multiplexing waveform
inferredcites →https://doi.org/10.1016/j.heliyon.2023.e22844openalex-snapshot
RETRACTED: Health Recommendation System using Deep Learning-based Collaborative Filtering
inferredcites →https://doi.org/10.1016/j.ijin.2022.10.003openalex-snapshot
Security behavior analysis in web of things smart environments using deep belief networks
inferredcites →https://doi.org/10.1109/icnc47757.2020.9049708openalex-snapshot
Federated Learning Based Mobile Edge Computing for Augmented Reality Applications
inferredcites →https://doi.org/10.1109/jiot.2019.2957421openalex-snapshot
A Blockchain-Based Trust Management With Conditional Privacy-Preserving Announcement Scheme for VANETs
inferredcites →https://doi.org/10.1109/jiot.2020.3030072openalex-snapshot
A Survey on Federated Learning: The Journey From Centralized to Distributed On-Site Learning and Beyond
inferredcites →https://doi.org/10.1109/msp.2020.2975749openalex-snapshot
Federated Learning: Challenges, Methods, and Future Directions
inferredcites →https://doi.org/10.1109/mwc.001.1900119openalex-snapshot
Reliable Federated Learning for Mobile Networks
inferredcites →https://doi.org/10.1109/tii.2021.3095506openalex-snapshot
Secure and Efficient Federated Learning for Smart Grid With Edge-Cloud Collaboration
inferredcites →https://doi.org/10.1109/twc.2023.3309376openalex-snapshot
Ensemble Federated Learning With Non-IID Data in Wireless Networks
inferredcites →https://doi.org/10.1145/3378679.3394533openalex-snapshot
LDP-Fed
inferredcites →https://doi.org/10.1145/3500240openalex-snapshot
Federated learning and privacy
inferredcites →https://doi.org/10.1561/2200000083openalex-snapshot
Advances and Open Problems in Federated Learning
inferredcites →https://doi.org/10.1613/jair.1.14649openalex-snapshot
How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy
inferredcites →https://doi.org/10.32629/jai.v7i2.653openalex-snapshot
Identification of meningioma tumor using recurrent neural networks
inferredcites →https://doi.org/10.4236/jis.2023.142008openalex-snapshot
A Systematic Survey for Differential Privacy Techniques in Federated Learning
inferredcites →https://doi.org/10.48550/arxiv.1812.00984openalex-snapshot
Protection Against Reconstruction and Its Applications in Private Federated Learning
inferredcites →https://doi.org/10.48550/arxiv.2108.12816openalex-snapshot
Privacy-preserving Machine Learning for Medical Image Classification
inferredcites →https://doi.org/10.48550/arxiv.2212.00309openalex-snapshot
Differentially Private Adaptive Optimization with Delayed Preconditioners
inferredcites →https://doi.org/10.48550/arxiv.2309.05505openalex-snapshot
Share Your Representation Only: Guaranteed Improvement of the Privacy-Utility Tradeoff in Federated Learning
inferredcites →https://doi.org/10.5121/ijsea.2022.13401openalex-snapshot
Federated Learning for Privacy-Preserving: A Review of PII Data Analysis in Fintech
inferredcites →https://doi.org/10.5281/zenodo.7061472openalex-snapshot
Federated Learning for Privacy-Preserving: A Review of PII Data Analysis in Fintech

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/dac.70070openalex-snapshot
Securing 5G Wireless Networks With Advanced Key Management and Authentication for Enhanced Data Protection
inferred← citeshttps://doi.org/10.1002/spy2.70180openalex-snapshot
Entropy‐Driven Personalized Privacy and Dynamic Federated Learning in IoT Systems
inferred← citeshttps://doi.org/10.1007/978-3-032-06688-6_26openalex-snapshot
FBCA-IoMT: A Federated Binary Contrastive Autoencoder Framework for Anomaly Detection
inferred← citeshttps://doi.org/10.1007/978-981-96-2179-8_7openalex-snapshot
An Improved Explainable AI Model for Plant Disease Detection
inferred← citeshttps://doi.org/10.1007/978-981-96-6403-0_7openalex-snapshot
Federated Learning for Privacy-Preserving: Current Status and Future Directions
inferred← citeshttps://doi.org/10.1007/s00778-026-01001-6openalex-snapshot
PrivMDC: leveraging multi-dimensional correlations to answer differentially private range queries
inferred← citeshttps://doi.org/10.1007/s10586-024-04957-8openalex-snapshot
Securing decentralized federated learning: cryptographic mechanisms for privacy and trust
inferred← citeshttps://doi.org/10.1007/s11227-025-07322-7openalex-snapshot
Federated learning-based privacy-preserving Internet of Underwater Things: a vision, architecture, computing, taxonomy, and future directions
inferred← citeshttps://doi.org/10.1007/s11277-024-11411-wopenalex-snapshot
Blockchain-Enabled Federated Reinforcement Learning (B-FRL) Model for Privacy Preservation Service in IoT Systems
inferred← citeshttps://doi.org/10.1007/s13042-025-02932-2openalex-snapshot
Pseudo-random obfuscation with enhanced randomization standard utilizing ANN-based key generation for mHealth IoT data security
inferred← citeshttps://doi.org/10.1007/s13177-024-00413-4openalex-snapshot
Multi-Model Traffic Forecasting in Smart Cities using Graph Neural Networks and Transformer-based Multi-Source Visual Fusion for Intelligent Transportation Management
inferred← citeshttps://doi.org/10.1007/s41060-026-01173-yopenalex-snapshot
Federated and privacy-preserving learning in neurological imaging: a systematic review of frameworks, applications, and evidence gaps
inferred← citeshttps://doi.org/10.1007/s44196-025-00940-2openalex-snapshot
Enhancing IoT Network Security by Anomaly Detection and Intrusion Prevention Using Gannet Optimization-Based Adaptive Deep Capsule Network
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128568openalex-snapshot
Overview of fair federated learning for fairness and privacy preservation
inferred← citeshttps://doi.org/10.1016/j.ins.2025.122981openalex-snapshot
DP-FedPUAC: Federated learning with differential privacy via adaptive gradient clipping and local iteration optimization
inferred← citeshttps://doi.org/10.1016/j.sasc.2025.200323openalex-snapshot
Optimizing resource management using hybrid metaheuristic algorithm for fog layer design in edge computing
inferred← citeshttps://doi.org/10.1038/s41598-024-81709-zopenalex-snapshot
Hybrid optimization for efficient 6G IoT traffic management and multi-routing strategy
inferred← citeshttps://doi.org/10.1038/s41598-025-01315-5openalex-snapshot
A hybrid ECC-AES encryption framework for secure and efficient cloud-based data protection
inferred← citeshttps://doi.org/10.1038/s41598-025-05586-wopenalex-snapshot
Dual stream graph augmented transformer model integrating BERT and GNNs for context aware fake news detection
inferred← citeshttps://doi.org/10.1088/2631-8695/ae4094openalex-snapshot
Design and verification of a verifiable privacy-preserving cloud-IoT computing platform integrating differential privacy and edge intelligence: based on secret sharing and gradient masking mechanisms
inferred← citeshttps://doi.org/10.1109/access.2025.3596093openalex-snapshot
Federated Learning-Based Trust Evaluation With Fuzzy Logic for Privacy and Robustness in Fog Computing
inferred← citeshttps://doi.org/10.1109/eit68936.2026.11670414openalex-snapshot
AGSDP: Adaptive Gradient Swarm with Domain Priors for Privacy-Preserving Decentralized Federated Learning
inferred← citeshttps://doi.org/10.1109/i2itcon65200.2025.11210752openalex-snapshot
Enhanced Privacy Preservation in Federated Learning with Differential Privacy
inferred← citeshttps://doi.org/10.1109/icacrs67045.2025.11324295openalex-snapshot
From Sensors to Decisions: ML Architectures and Services for Real-Time Cloud-based IoT Analytics
inferred← citeshttps://doi.org/10.1109/icaiccit68829.2025.11434103openalex-snapshot
Integrating Ai Chatbots in Customer Service for Credit Card Companies: Enhancing Efficiency and Customer Experience
inferred← citeshttps://doi.org/10.1109/icicit69063.2026.11634247openalex-snapshot
Privacy-Preserving Federated OCT Retinal Disease Classification using a Hybrid Residual-Attention Network
inferred← citeshttps://doi.org/10.1109/icimia67127.2025.11200738openalex-snapshot
Privacy Preservation in Distributed Healthcare Systems: A Review of Differential Privacy, Homomorphic Encryption, and Hybrid Approaches
inferred← citeshttps://doi.org/10.1109/icstsn61422.2024.10671190openalex-snapshot
A Unified Approach for Detecting Emotions through Sentimental and Emotional Analysis
inferred← citeshttps://doi.org/10.1109/imcom64595.2025.10857505openalex-snapshot
A Theoretical Comparison of Federated Learning with Differential Privacy and Blockchain for Security and Privacy in IoMT
inferred← citeshttps://doi.org/10.1109/jcice66205.2025.11182031openalex-snapshot
DP-FMeta: A Differentially Private Federated Optimization Framework Based on Meta Prediction
inferred← citeshttps://doi.org/10.1109/netcrypt65877.2025.11102213openalex-snapshot
Addressing Data Quality and Consistency Issues in Cloud-Based Big Data Environments
inferred← citeshttps://doi.org/10.1109/netcrypt65877.2025.11102564openalex-snapshot
Real-Time Stream Processing and Analytics in Cloud-Based IoT Systems
inferred← citeshttps://doi.org/10.1109/netcrypt65877.2025.11102796openalex-snapshot
Integrating AI Chatbots in Customer Service for Credit Card Companies
inferred← citeshttps://doi.org/10.1109/tce.2025.3528553openalex-snapshot
Enhancing Group Privacy for Effective CIoT Data Mining in 6G Networks Using Differential Privacy
inferred← citeshttps://doi.org/10.3390/electronics13234650openalex-snapshot
Privacy-Enhanced Sentiment Analysis in Mental Health: Federated Learning with Data Obfuscation and Bidirectional Encoder Representations from Transformers
inferred← citeshttps://doi.org/10.3390/electronics13234664openalex-snapshot
Addressing Bias and Fairness Using Fair Federated Learning: A Synthetic Review
inferred← citeshttps://doi.org/10.3390/electronics14112106openalex-snapshot
A Comprehensive Analysis of Privacy-Preserving Solutions Developed for IoT-Based Systems and Applications
inferred← citeshttps://doi.org/10.3390/jcp5030041openalex-snapshot
A Systematic Review on Hybrid AI Models Integrating Machine Learning and Federated Learning
inferred← citeshttps://doi.org/10.4018/979-8-2600-0680-1.ch010openalex-snapshot
Sustainable Cold Chain Management Using AI and IoT
inferred← citeshttps://doi.org/10.4018/979-8-3373-4262-7.ch002openalex-snapshot
Beyond the Algorithm
inferred← citeshttps://doi.org/10.4236/jcc.2026.148002openalex-snapshot
Privacy, Security, and Trust Challenges in Federated Learning: A Systematic Review and Future Research Agenda
inferred← citeshttps://doi.org/10.4236/jis.2026.174018openalex-snapshot
Evaluating Data-Protection Mechanisms in Federated Learning: A Performance-Centric Analysis
inferred← citeshttps://doi.org/10.54654/isj.v1i24.1113openalex-snapshot
Federated Trust-Based Authentication for Secure Mobile Cloud Access
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