Works about FEDERATED learning

Results: 1157

RedTops: real-time energy-aware dynamic task offloading via federated mountain gazelle optimisation in SDN-enhanced edge computing.

Published in:

Neural Computing & Applications, 2025, v. 37, n. 19, p. 13795, doi. 10.1007/s00521-025-11248-9

By:

Al Aghbari, Zaher;
Khedr, Ahmed M.;
Ahmed, Naveed;
Girija, Shini;
Baker, Thar

Publication type:

Article

AI-Assisted Real-Time Monitoring of Infectious Diseases in Urban Areas.

Published in:

Mathematics (2227-7390), 2025, v. 13, n. 12, p. 1911, doi. 10.3390/math13121911

By:

Alwakeel, Mohammed M.

Publication type:

Article

Advances in Application of Federated Machine Learning for Oncology and Cancer Diagnosis.

Published in:

Information (2078-2489), 2025, v. 16, n. 6, p. 487, doi. 10.3390/info16060487

By:

Nasajpour, Mohammad;
Pouriyeh, Seyedamin;
Parizi, Reza M.;
Han, Meng;
Mosaiyebzadeh, Fatemeh;
Xie, Yixin;
Liu, Liyuan;
Batista, Daniel Macêdo

Publication type:

Article

SemFedXAI: A Semantic Framework for Explainable Federated Learning in Healthcare.

Published in:

Information (2078-2489), 2025, v. 16, n. 6, p. 435, doi. 10.3390/info16060435

By:

Amato, Alba;
Branco, Dario

Publication type:

Article

A hierarchical blockchain architecture for federated learning in edge computing networks.

Published in:

Journal of Supercomputing, 2025, v. 81, n. 7, p. 1, doi. 10.1007/s11227-025-07262-2

By:

Ren, Shuyang;
Lee, Choonhwa

Publication type:

Article

PHFL: a federated learning framework based on a hybrid mechanism: PHFL: a federated learning...: X. Chen et al.

Published in:

Journal of Supercomputing, 2025, v. 81, n. 5, p. 1, doi. 10.1007/s11227-025-07133-w

By:

Chen, Xingyu;
Chen, Yuxiang;
Liang, Wei;
He, Dacheng;
Li, Kuanching;
Ivanović, Mirjana

Publication type:

Article

Convolutional neural network (CNN) and federated learning-based privacy preserving approach for skin disease classification.

Published in:

Journal of Supercomputing, 2024, v. 80, n. 16, p. 24559, doi. 10.1007/s11227-024-06309-0

By:

Divya;
Anand, Niharika;
Sharma, Gaurav

Publication type:

Article

AI in psoriatic disease ("PsAI"): Current insights and future directions.

Published in:

Clinical Rheumatology, 2025, v. 44, n. 5, p. 1871, doi. 10.1007/s10067-025-07418-8

By:

Venerito, Vincenzo;
Proft, Fabian

Publication type:

Article

Beyond traditional orthopaedic data analysis: AI, multimodal models and continuous monitoring.

Published in:

Knee Surgery, Sports Traumatology, Arthroscopy, 2025, v. 33, n. 6, p. 2269, doi. 10.1002/ksa.12657

By:

Oettl, Felix C.;
Zsidai, Bálint;
Oeding, Jacob F.;
Hirschmann, Michael T.;
Feldt, Robert;
Tischer, Thomas;
Samuelsson, Kristian

Publication type:

Article

Cross-device federated unsupervised learning for the detection of anomalies in single-lead electrocardiogram signals.

Published in:

PLoS Digital Health, 2025, v. 4, n. 4, p. 1, doi. 10.1371/journal.pdig.0000793

By:

Kapsecker, Maximilian;
Jonas, Stephan M.

Publication type:

Article

Federated knowledge distillation for enhanced insulator defect detection in resource‐constrained environments.

Published in:

IET Computer Vision (Wiley-Blackwell), 2024, v. 18, n. 8, p. 1072, doi. 10.1049/cvi2.12290

By:

Huang, Xiaohu;
Jia, Minghui;
Tai, Xianghua;
Wang, Wei;
Hu, Qi;
Liu, Dongping;
Guo, Peiheng;
Tian, Shengxiang;
Yan, Dequan;
Han, Haishan

Publication type:

Article

Federated finger vein presentation attack detection for various clients.

Published in:

IET Computer Vision (Wiley-Blackwell), 2024, v. 18, n. 7, p. 935, doi. 10.1049/cvi2.12292

By:

Mu, Hengyu;
Guo, Jian;
Liu, Xingli;
Han, Chong;
Sun, Lijuan

Publication type:

Article

A novel parameter decoupling approach of personalised federated learning for image analysis.

Published in:

IET Computer Vision (Wiley-Blackwell), 2023, v. 17, n. 8, p. 913, doi. 10.1049/cvi2.12204

By:

Su, Ruizheng;
Pang, Xiongwen;
Wang, Hui

Publication type:

Article

Design Pattern and Challenges of Federated Learning with Applications in Industrial Control System.

Published in:

Journal of Artificial Intelligence (2579-0021), 2024, v. 6, p. 105, doi. 10.32604/jai.2024.049912

By:

Batool, Hina;
Xu, Jiuyun;
Rehman, Ateeq Ur;
Hamam, Habib

Publication type:

Article

A rapid Multi-source information integration method based on improved federated learning for a "dual carbon" smart monitoring center in a Dual-carbon context.

Published in:

Energy Informatics, 2025, v. 8, n. 1, p. 1, doi. 10.1186/s42162-025-00537-1

By:

Liu, Jia;
Yan, Zhenhua;
Wang, Liang;
Kang, Wenni;
Sha, Jiangbo

Publication type:

Article

Research on Adaptive Gradient Clipping Methods Based on Asynchronous Federated Learning Framework.

Published in:

Journal of Shanghai Polytechnic University, 2025, v. 42, n. 1, p. 51, doi. 10.19570/j.cnki.jsspu.2025.01.007

By:

LI Miaomiao;
HU Xiaoming;
BAI Shuangjie;
LIU Yan

Publication type:

Article

Machine Learning in Pediatric Healthcare: Current Trends, Challenges, and Future Directions.

Published in:

Journal of Clinical Medicine, 2025, v. 14, n. 3, p. 807, doi. 10.3390/jcm14030807

By:

Ganatra, Hammad A.

Publication type:

Article

Enhanced privacy-preserving federated convivial learning for internet of medical things (IoMT) through blockchain-enabled trust Q-learning.

Published in:

Journal of the National Science Foundation of Sri Lanka, 2024, v. 52, n. 4, p. 501, doi. 10.4038/jnsfsr.v52i4.11923

By:

K., Sudharson;
Babu, G.;
Santhiya, R.;
Anita, C. S.

Publication type:

Article

不可靠通信下基于信誉的联邦学习客户端选择.

Published in:

Journal of Test & Measurement Technology, 2025, v. 39, n. 1, p. 46, doi. 10.62756/csjs.1671-7449.2025008

By:

贾惠景;
付芳;
张志才

Publication type:

Article

AI-Driven Anomaly Detection for Securing IoT Devices in 5G-Enabled Smart Cities.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 12, p. 2492, doi. 10.3390/electronics14122492

By:

Reis, Manuel J. C. S.

Publication type:

Article

Non-IID Degree Aware Adaptive Federated Learning Procedure Selection Scheme for Edge-Enabled IoT Network.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 12, p. 2331, doi. 10.3390/electronics14122331

By:

Lee, Sanghui;
Lee, Jaewook

Publication type:

Article

Backpack Client Selection Keeping Swarm Learning in Industrial Digital Twins for Wireless Mapping.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 12, p. 2323, doi. 10.3390/electronics14122323

By:

Wei, Xingjia;
Su, Ning;
Guo, Yikai;
Zhao, Pengcheng

Publication type:

Article

Dual-Layer Bidirectional Contrastive Federated Learning: Enhancing Feature Extraction and Personalization Simultaneously.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 11, p. 2256, doi. 10.3390/electronics14112256

By:

Liu, Moxuan;
Fang, Feifei

Publication type:

Article

FedDT: A Communication-Efficient Federated Learning via Knowledge Distillation and Ternary Compression.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 11, p. 2183, doi. 10.3390/electronics14112183

By:

He, Zixiao;
Zhu, Gengming;
Zhang, Shaobo;
Luo, Entao;
Zhao, Yijiang

Publication type:

Article

SAFEL-IoT: Secure Adaptive Federated Learning with Explainability for Anomaly Detection in 6G-Enabled Smart Industry 5.0.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 11, p. 2153, doi. 10.3390/electronics14112153

By:

Alatawi, Mohammed Naif

Publication type:

Article

FedSS: A High-Efficiency Federated Learning Method for Semantic Segmentation.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 11, p. 2147, doi. 10.3390/electronics14112147

By:

Cui, Qi;
Sun, Lin;
Zhou, Yilin;
Pan, Ke;
Du, Peng;
Xu, Wei;
Wang, Daihan;
Sheng, Kai

Publication type:

Article

A Comprehensive Analysis of Privacy-Preserving Solutions Developed for IoT-Based Systems and Applications.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 11, p. 2106, doi. 10.3390/electronics14112106

By:

Majeed, Abdul;
Patni, Sakshi;
Hwang, Seong Oun

Publication type:

Article

Defending Federated Learning from Collaborative Poisoning Attacks: A Clique-Based Detection Framework.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 10, p. 2011, doi. 10.3390/electronics14102011

By:

Anastasiadis, Dimitrios;
Refanidis, Ioannis

Publication type:

Article

Energy-Efficient Federated Learning-Driven Intelligent Traffic Monitoring: Bayesian Prediction and Incentive Mechanism Design.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 9, p. 1891, doi. 10.3390/electronics14091891

By:

Wang, Ye;
Sui, Mengqi;
Xia, Tianle;
Liu, Miao;
Yang, Jie;
Zhao, Haitao

Publication type:

Article

Personalized Federated Transfer Learning for Building Energy Forecasting via Model Ensemble with Multi-Level Masking in Heterogeneous Sensing Environment.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 9, p. 1790, doi. 10.3390/electronics14091790

By:

Kim, Hakjae;
Dorjgochoo, Sarangerel;
Park, Hansaem;
Lee, Sungju

Publication type:

Article

Mutual Knowledge Distillation-Based Communication Optimization Method for Cross-Organizational Federated Learning.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 9, p. 1784, doi. 10.3390/electronics14091784

By:

Liu, Su;
Shen, Hong;
Law, Eddie K. L.;
Lam, Chan-Tong

Publication type:

Article

Federated Learning in Smart Healthcare: A Survey of Applications, Challenges, and Future Directions.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 9, p. 1750, doi. 10.3390/electronics14091750

By:

Nasajpour, Mohammad;
Pouriyeh, Seyedamin;
Parizi, Reza M.;
Han, Meng;
Mosaiyebzadeh, Fatemeh;
Liu, Liyuan;
Xie, Yixin;
Batista, Daniel Macêdo

Publication type:

Article

FedHSQA: Robust Aggregation in Hierarchical Federated Learning via Anomaly Scoring-Based Adaptive Quantization for IoV.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 8, p. 1661, doi. 10.3390/electronics14081661

By:

Xing, Ling;
Luo, Zhaocheng;
Deng, Kaikai;
Wu, Honghai;
Ma, Huahong;
Lu, Xiaoying

Publication type:

Article

Secure Hierarchical Federated Learning for Large-Scale AI Models: Poisoning Attack Defense and Privacy Preservation in AIoT.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 8, p. 1611, doi. 10.3390/electronics14081611

By:

Han, Chengzhuo;
Yang, Tingting;
Sun, Xin;
Cui, Zhengqi

Publication type:

Article

LG-BiTCN: A Lightweight Malicious Traffic Detection Model Based on Federated Learning for Internet of Things.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 8, p. 1560, doi. 10.3390/electronics14081560

By:

Huo, Yuehua;
Chen, Junhan;
Guo, Yunhao;
Liang, Wei;
Sun, Jiyan

Publication type:

Article

Efficient Adversarial Training for Federated Image Systems: Crafting Client-Specific Defenses with Robust Trimmed Aggregation.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 8, p. 1541, doi. 10.3390/electronics14081541

By:

Zhao, Siyuan;
Zheng, Xiaodong;
Chen, Junming

Publication type:

Article

Federated Learning Augmented Cybersecurity for SDN-Based Aeronautical Communication Network.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 8, p. 1535, doi. 10.3390/electronics14081535

By:

Ali, Muhammad;
Hu, Yim-Fun;
Li, Jian-Ping

Publication type:

Article

Dynamic Client Selection and Group-Balanced Personalization for Data-Imbalanced Federated Speech Recognition.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1485, doi. 10.3390/electronics14071485

By:

Xu, Chundong;
Wu, Ziyu;
Ge, Fengpei;
Zhi, Yuheng

Publication type:

Article

FAFedZO: Faster Zero-Order Adaptive Federated Learning Algorithm.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1452, doi. 10.3390/electronics14071452

By:

Lu, Yanbo;
Gao, Huimin;
Zhang, Yi;
Xu, Yong

Publication type:

Article

A Hybrid Federated Learning Framework for Privacy-Preserving Near-Real-Time Intrusion Detection in IoT Environments.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1430, doi. 10.3390/electronics14071430

By:

Rampone, Glauco;
Ivaniv, Taras;
Rampone, Salvatore

Publication type:

Article

A Privacy-Preserving and Attack-Aware AI Approach for High-Risk Healthcare Systems Under the EU AI Act.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1385, doi. 10.3390/electronics14071385

By:

Kalodanis, Konstantinos;
Feretzakis, Georgios;
Anastasiou, Athanasios;
Rizomiliotis, Panagiotis;
Anagnostopoulos, Dimosthenis;
Koumpouros, Yiannis

Publication type:

Article

FL-MD3QN-Based IoT Intelligent Access Algorithm for Smart Construction Sites.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1372, doi. 10.3390/electronics14071372

By:

Zong, Qiangwen;
Xu, Jiaxiang;
Li, Wenqiang;
Pan, Feng;
Wang, Wenting;
Liao, Yang;
Liao, Yong

Publication type:

Article

Federated Learning for Collaborative Robotics: A ROS 2-Based Approach.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1323, doi. 10.3390/electronics14071323

By:

Gutierrez, Gerardo M.;
Rincon, Jaime A.;
Julian, Vicente

Publication type:

Article

Federated and Centralized Machine Learning for Cell Segmentation: A Comparative Analysis.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 7, p. 1254, doi. 10.3390/electronics14071254

By:

Bruschi, Sara;
Esposito, Marco;
Raggiunto, Sara;
Belli, Alberto;
Pierleoni, Paola

Publication type:

Article

Hardware-Aware Federated Learning: Optimizing Differential Privacy in Distributed Computing Architectures.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 6, p. 1218, doi. 10.3390/electronics14061218

By:

Baligodugula, Vishnu Vardhan;
Amsaad, Fathi

Publication type:

Article

Enhancing the Resilience of a Federated Learning Global Model Using Client Model Benchmark Validation.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 6, p. 1215, doi. 10.3390/electronics14061215

By:

Venčkauskas, Algimantas;
Toldinas, Jevgenijus;
Morkevičius, Nerijus;
Serkovas, Ernestas;
Krištaponis, Modestas

Publication type:

Article

Federated Machine Learning to Enable Intrusion Detection Systems in IoT Networks.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 6, p. 1176, doi. 10.3390/electronics14061176

By:

Devine, Mark;
Ardakani, Saeid Pourroostaei;
Al-Khafajiy, Mohammed;
James, Yvonne

Publication type:

Article

RPFL: A Reliable and Privacy-Preserving Framework for Federated Learning-Based IoT Malware Detection.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 6, p. 1089, doi. 10.3390/electronics14061089

By:

Asiri, Mohammed;
Khemakhem, Maher A.;
Alhebshi, Reemah M.;
Alsulami, Bassma S.;
Eassa, Fathy E.

Publication type:

Article

Data Privacy and Cybersecurity in Mobile Crowdsensing.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 5, p. 1038, doi. 10.3390/electronics14051038

By:

Zhang, Chuan;
Wu, Tong;
Zhang, Weiting

Publication type:

Article

FedCon: Scalable and Efficient Federated Learning via Contribution-Based Aggregation.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 5, p. 1024, doi. 10.3390/electronics14051024

By:

Gao, Wenyu;
Xu, Gaochao;
Meng, Xianqiu

Publication type:

Article