01Research activity
Federated Learning (FL) research by ScholarsColab researchers
What researchers combine with Federated Learning (FL)
Words that appear most often in these paper titles. Tap one to see those papers.
Recent focus (2024 onwards): privacy-preserving, detection, framework, healthcare, privacy, secure.
02Researchers
PhD researchers working on Federated Learning (FL)
Every researcher below is registered on ScholarsColab and can be hired as a mentor or for a project. Publication counts are their papers on this topic.
03Papers
Research papers on Federated Learning (FL)
- A privacy-preserving federated learning for multiparty data sharing in social IoTs2021226 citationsIEEE Transactions on Network Science and EngineeringXiaochun Cheng
- Federated learning-based misbehavior detection for the 5G-enabled Internet of Vehicles2023147 citationsIEEE Transactions on Consumer ElectronicsDr. Preeti Rani
- Federated Learning-based Misbehaviour detection for the 5G-enabled Internet of Vehicles2023133 citationsIEEE Transactions on Consumer ElectronicsDr Chandani Sharma
- A review on federated learning and machine learning approaches: categorization, application areas, and blockchain technology202294 citationsInformationRoseline Oluwaseun Ogundokun
- DisBezant: Secure and robust federated learning against Byzantine attack in IoT-enabled MTS202283 citationsIEEE Transactions on Intelligent Transportation SystemsDr. Sachin Kumar
- Cyber security and privacy of connected and automated vehicles (CAVs)-based federated learning: challenges, opportunities, and open issues202282 citationsDr. Preeti Rani
- Fedcure: A heterogeneity-aware personalized federated learning framework for intelligent healthcare applications in iomt environments202464 citationsIEEE AccessANNAPPA
- Practical feature inference attack in vertical federated learning during prediction in artificial Internet of Things202351 citationsIEEE Internet of Things JournalDr. Sachin Kumar
- TFL-IHOA: Three-layer federated learning-based intelligent hybrid optimization algorithm for Internet of Vehicle202348 citationsIEEE Transactions on Consumer ElectronicsDr. Preeti Rani
- Artificial neural network‐driven federated learning for heart stroke prediction in healthcare 4.0 underlying 5G202434 citationsConcurrency and Computation: Practice and ExperienceAPARNA KUMARI
- Federated Learning in Healthcare: a bibliometric analysis of privacy, security, and adversarial threats (2021-2024)202532 citationsSHIFRAUmar Islam
- Smart buildings: Federated learning-driven secure, transparent and smart energy management system using XAI202526 citationsEnergy ReportsMuhammad Saleem
- Federated learning for smart and sustainable forest fire detection in green internet of things202526 citationsUmar Islam
- Enhancing IoT security through a green and sustainable federated learning platform: leveraging efficient encryption and the quondam signature algorithm202324 citationsSensorsAnkit Kumar
- User Activity Analysis Via Network Traffic Using DNN and Optimized Federated Learning based Privacy Preserving Method in Mobile Wireless Networks24 citationsProf.Dr.R.Udayakumar
- Smart intrusion detection in IoT edge computing using federated learning202323 citationsRevue d'Intelligence ArtificielleFenanir
- An Innovative Secure and Privacy-Preserving Federated Learning-Based Hybrid Deep Learning Model for Intrusion Detection in Internet-Enabled Wireless Sensor Networks202420 citationsIEEE Transactions on Consumer ElectronicsUdham Singh
- Differential privacy based federated learning techniques in IoMT: A review202417 citationsEngr. Shaista Ashraf Farooqi
- Adaptive Federated Learning Framework for Privacy-Preserving Consumer-Centric IoMT: A Novel Secure Data Collaboration Model202517 citationsIEEE Transactions on Consumer ElectronicsUmar Islam
- Federated learning for multi-institutional on 3d brain tumor segmentation202415 citationsKOUZOU ABDALLAH
- Fairness-aware loss history based federated learning heuristic algorithm202415 citationsKnowledge-Based SystemsAmir mollanejad
- A multimodal contrastive federated learning for digital healthcare202313 citationsSN Computer ScienceANNAPPA
- Fedrh: Federated learning based remote healthcare202311 citationsANNAPPA
- Smart client selection strategies for enhanced federated learning in digital healthcare applications20259 citationsMultimedia Tools and ApplicationsANNAPPA
- A blockchained incentive architecture for federated learning20229 citationsJoão Paulo Brito Gonçalves
- Enhancing sports image data classification in federated learning through genetic algorithm-based optimization of base architecture20248 citationsPLoS ONEDibyanarayan Hazra
- Federated learning for digital healthcare: concepts, applications, frameworks, and challenges20247 citationsComputingANNAPPA
- Next-Generation Protection: Leveraging Federated Learning and Blockchain for Intrusion Detection in Smart Vehicle Network20247 citationsPower System TechnologyMuhammad Saleem
- CNN-based cancer prediction scheme using 5G-assisted federated learning for healthcare Industry 5.020256 citationsAlexandria Engineering JournalAPARNA KUMARI
- Traffic congestion monitoring improvement through federated learning technique20246 citationsInternational Journal of Computational and Innovative SciencesMuhammad Saleem
- Generalized framework using federated learning for tomato disease classification over unbalanced dataset20236 citationsDibyanarayan Hazra
- Privacy-preserving diabetes and heart disease prediction via federated learning and WCO20256 citationsInternational Journal of Computational Intelligence SystemsDr. Lokesh
- A theoretical comparison of federated learning with differential privacy and blockchain for security and privacy in iomt20256 citationsEngr. Shaista Ashraf Farooqi
- Personalized Federated Learning in Edge-Cloud Continuum for Privacy-Preserving Healthcare: Opportunities and Challenges20246 citationsSileshi Nibret Zeleke
- Unsupervised speaker diarization in distributed IoT networks using federated learning20245 citationsIEEE Transactions on Emerging Topics in Computational IntelligenceHrishikesh Dutta
- Fedprunet: federated learning using pruning neural network20224 citationsANNAPPA
- Fault-tolerant framework with federated learning for reliable and robust distributed system20224 citationsProf. (Dr.) Akhilesh A. Waoo
- IoT revolutionization using federated learning and decentralized AI on edge devices20244 citationsDr. Diwakar Chaudhary, PhD, Post Doc
- A generalized federated learning approach for robust crop disease classification across diverse farms20244 citationsDibyanarayan Hazra
- Federated Learning with Gramian Angular Fields for Privacy-Preserving ECG Classification on Heterogeneous IoT Devices20254 citationsYoussef Elmir
- TinyFed6G: Federated Learning With TinyML for Resource-Constrained Intelligence in 6G Edge Networks20264 citationsIEEE Wireless CommunicationsAditya Gupta
- Flexible differentially private vertical federated learning with adaptive feature embeddings20234 citationsHongquan Liu
- Ai-powered healthcare system to fight the covid-19 pandemic on federated learning20243 citationsAssistant Professor Computational Intelligence Dr. Raguvaran S
- Revolutionizing Healthcare Harnessing IoT-Integrated Federated Learning for Early Disease Detection and Patient Privacy Preservation20243 citationsDr. V Surendar
- Intelligent route optimization for internet of vehicles using federated learning: promoting green and sustainable IoT networks20253 citationsNarsimha Reddy
- Green federated learning empowered drug manufacturing mechanism for the pharmaceutical industry20253 citationsComputingDr. N.Malathy
- Federated Learning for Secure and Resilient AI Systems20253 citationsEngr. Shaista Ashraf Farooqi
- Boosting semi-supervised federated learning by effectively exploiting server-side knowledge and client-side unconfident samples20253 citationsNeural NetworksHongquan Liu
- Privacy-preserving federated learning for in-home monitoring of elderly using wearable biometric sensors20233 citationsSileshi Nibret Zeleke
- Implementing Fault Resilient Strategies in Cloud Computing via Federated Learning Approach20212 citationsJournal of Innovation in Applied ResearchProf. (Dr.) Akhilesh A. Waoo
- Trusted Aggregation for Decentralized Federated Learning in Healthcare Consumer Electronics Using Zero-Knowledge Proofs20252 citationsIEEE Transactions on Consumer ElectronicsNarsimha Reddy
- Enhanced reliability in wireless sensor networks: federated learning with Bayesian weighted random forest for secure and privacy-preserving threat detection20252 citationsWireless NetworksShashi Kant Dargar
- A New Consensus Mechanism for Blockchained Federated Learning Systems Using Optimistic Rollups20242 citationsJoão Paulo Brito Gonçalves
- A Privacy Preserving Federated Learning BasedIoT Framework Using Cloud Computing20242 citationsBakht Sher Ali
- Advanced Privacy-Utility Optimization Techniques in Federated Learning with Differential Privacy for IoMT–A Review.20252 citationsInternational Journal of Interactive Mobile TechnologiesEngr. Shaista Ashraf Farooqi
- fDoS: Explainable AI-Based Federated Learning for DDoS Detection in IoT Networks20251 citationsDr. Mallikharjuna Rao K
- Decentralized Blockchain-Empowered Federated Learning for Secure and Scalable Solutions for Electronic Health Record20241 citationsAPARNA KUMARI
- S-EVPF: A Secure and Decentralized EV Prediction Framework using Federated Learning20241 citationsAPARNA KUMARI
- S-CreditRisk: A Decentralized and Privacy-Preserving Credit Risk Assessment Framework Using Federated Learning20241 citationsAPARNA KUMARI
- Secure and interpretable lung cancer prediction model using mapreduce private blockchain federated learning and XAI20251 citationsScientific ReportsMuhammad Saleem
- Deep Federated Learning for Real-Time Decision Making in Autonomous Vehicles: A Comprehensive Approach20251 citationsSivaram Ponnusamy
- The HALF Framework: A Privacy-Preserving Federated Learning Approach for Scalable and Secure AI Applications20251 citationsInternational Journal on Smart Sensing and Intelligent SystemsDr Senthil Kumar P
- Towards an unsupervised federated learning approach for speaker diarization on iot-style audio devices20241 citationsHrishikesh Dutta
- Privacy-Preserving Federated Learning for Fair and Efficient Urban Traffic Optimization20251 citationsSharmila Subudhi
- Federated Learning for Lung Cancer Detection: Comparative Analysis and Visual Interpretability20251 citationsIven Aabaah
- A Novel Privacy-Preserving Decentralized Federated Learning Approach for Incremental Healthcare Data20251 citationsITEGAM-JETIARostom MENNOUR
- PPFLex: Securing Non-IID Optimization in Federated Learning via MPC20261 citationsChristian Interno
- Fairness-based federated learning in autonomous vehicles with exponential moving average loss weighting20251 citationsCluster ComputingAmir mollanejad
- Federated Learning for Secure and Privacy-Preserving Facial Recognition: Advances, Challenges, and Research Directions20251 citationsAjnas Muhammed
- Federated Security Framework: A Heterogeneous Federated Learning Architecture for Privacy‐Preserving Intrusion Detection in IoT Networks20261 citationsTransactions on Emerging Telecommunications TechnologiesUmar Islam
- FedPerAda: personalized federated learning via local adapters and similarity-aware aggregation20251 citationsSileshi Nibret Zeleke
- Machine Learning and Artificial Intelligence at the Edge: Federated Learning for Colposcopy Image Analysis20251 citationsSileshi Nibret Zeleke
- Towards Explainable Federated Learning in Healthcare: A Study on Heart Arrhythmia Detection20241 citationsSileshi Nibret Zeleke
- Federated Learning Based Energy-Aware Clustering and Sleep Scheduling for Faulty Node Detection in Wireless Sensor Network20250 citationsDr. Mallikharjuna Rao K
- Advanced Architectures and Innovative Platforms for Federated Learning: A Comprehensive Exploration20250 citationsNarayan Vyas
- RETRACTED: Hybrid cumulative approach for localization of nodes with adaptive threshold gradient feature on energy minimization using federated learning20240 citationsInternational Journal of Pervasive Computing and CommunicationsDR.K.SELVAKUMAR
- DriveShield: FL-Based Framework for Privacy Preserving and Jamming Attack Detection in V2X Communication Underlying 6G20250 citationsAPARNA KUMARI
- An Empirical Study on Security Methods for Federated Learning Environments20240 citationsNARENDRA BABU PAMULA
- FEDERATED LEARNING FOR NEXT?WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS20240 citationsNARENDRA BABU PAMULA
- An Empirical Study on Security Methods for Federated Learning Environments and Their Various Applications20230 citationsNARENDRA BABU PAMULA
- Maximizing Privacy in Federated Learning: Analysis of Effective Cryptographic Techniques0 citationsNARENDRA BABU PAMULA
- Federated Learning Integration to Build Robust Urban Intelligence for Smart Cities0 citationsNARENDRA BABU PAMULA
- Federated Learning: A Secure Distributed Machine Learning Approach for IoT Technology20250 citationsDr. Amit Biswas
- FIR-Robot: A Federated Learning Approach to Information Retrieval in Robotic Edge Devices20250 citationsDr.Imran Siraj
- Federated Learning for IoT Applications20210 citationsDr. Sachin Kumar
- Interpretable Federated Learning Model for Cyber Intrusion Detection in Smart Cities with Privacy-Preserving Feature Selection20250 citationsComputers, Materials and ContinuaMuhammad Saleem
- Weighted explainable federated learning for privacy-preserving and scalable energy optimization in autonomous vehicular networks20250 citationsEgyptian Informatics JournalMuhammad Saleem
- An Optimized Approach for Predicting the Stability of the Smart Grid Utilizing Federated Learning: A Comparative Analysis20240 citationsMd. Shakib Hassan
- Privacy-Preserving Face Recognition System with Federated Learning and Fully Homomorphic Encryption20250 citationsM. Muthuraja
- Generalized framework using Federated Learning for brain tumor detection from medical images20250 citationsDibyanarayan Hazra
- Boosting Intelligent Farming: Federated Learning for Dispersed AI20230 citationsDibyanarayan Hazra
- SRS in Clinical System using FL Based System Implementation20240 citationsDr Gnanajeyaraman Rajaram
- Dynamic Weighted Federated Learning: A Scalable and Privacy‐Centric Approach to Android IoT Malware Detection20260 citationsConcurrency and Computation: Practice and ExperienceAbdul Ahad
- Federated Learning for Sustainable Energy Efficiency: A Privacy-Preserving Artificial Intelligence Approach with Attention Mechanisms20250 citationsRamya Chinnasamy
- Federated Learning for Healthcare Data Privacy: A Case Study in Multi-Hospital Collaboration20250 citationsAdewumi Idowu Olugbenga
- A hybrid federated learning framework with generative AI for privacy-preserving and sustainable security in IOT-enabled smart environments20260 citationsScientific ReportsBasant Kumar
- Integrating Federated Learning in Quantum Computing for Secure and Scalable Model Training20250 citationsDr.G.Naga Rama Devi
- Towards a cybersecure and privacy enhanced smart grid: A blockchain enabled federated learning framework20260 citationsPLoS ONEXiaochun Cheng
- Quality of service compliance verification using federated learning empowered by Blockchain20250 citationsJoão Paulo Brito Gonçalves
- A Quality-of-Service Compliance System using Federated Learning and Optimistic Rollups20230 citationsJoão Paulo Brito Gonçalves
- Reward-Driven Clustered Federated Learning for DRL Based UAV-RIS Networks20230 citationsAmjad Iqbal
- Enhancing Cybersecurity with Federated Learning: A Hybrid Deep Learning Approach for Intrusion Detection Systems20250 citationsFarah Jemili
- Enhancing Federated Learning Robustness Against Adversarial Attacks Using SMPC20260 citationsDr. Sumit Kumar Kapoor
- Hybrid Federated Learning with Client-Side Personalization for Privacy-Preserving and Scalable Medical Imaging Analytics20250 citationsMDPIDr. Sumit Kumar Kapoor
- A COMPREHENSIVE FRAMEWORK FOR EDGE-ENABLED FEDERATED LEARNING IN IOT: STUDY OF DISTRIBUTED INTELLIGENCE, PRIVACY, SECURITY, AND COMMUNICATION EFFICIENCY20260 citationsSpectrum of Engineering SciencesDr. Akbar Hussain
- Federated Learning and Collaborative AI in Medical Diagnostics: A Conceptual and Literature-Based Study0 citationsEngr. Shaista Ashraf Farooqi
- Inversion, Membership, and Poisoning Attacks in Federated Learning-Challenges and Defenses20260 citationsEngr. Shaista Ashraf Farooqi
- Federated Learning with Differential Privacy and Blockchain for Security and Privacy in IoMT A Theoretical Comparison and Review20250 citationsEngr. Shaista Ashraf Farooqi
- Strengthening Federated Learning: Addressing Model Poisoning Attack and Defense Methods20240 citationsJournal of Electrical SystemsDr. Jyoti Yadav
- Defending Federated Learning Systems to Mitigate Model Poisoning Attacks20240 citationsTelematiqueDr. Jyoti Yadav
- Mitigating Knowledge Forgetting by Generative Knowledge Replay and Forgetting-aware Aggregation in Semi-Supervised Federated Learning20250 citationsHongquan Liu
- Enabling Visual and Textual Explanation in Diagnostics: A Federated Learning Approach with Medical Vision-Language Models20260 citationsSileshi Nibret Zeleke
04Journals
Journals that publish Federated Learning (FL) research
Where our researchers published their papers on this topic, with each journal’s indexing.
| Journal | Indexing | Impact factor* | Papers |
|---|---|---|---|
| IEEE Transactions on Consumer Electronics | SCIEScopusJCR 2024 | 5.89 Q1 | 6 |
| Computing | SCIEScopusJCR 2024 | 4.66 Q1 | 2 |
| Concurrency and Computation: Practice and Experience | SCIEScopusJCR 2024 | 1.91 Q3 | 2 |
| Scientific Reports | SCIEScopusJCR 2024 | 5.26 Q1 | 2 |
| PLoS ONE | SCIEScopusJCR 2024 | 3.43 Q2 | 2 |
| IEEE Access | SCIEScopusJCR 2024 | 6.50 Q1 | 1 |
| SN Computer Science | Scopus | 3.85 | 1 |
| Multimedia Tools and Applications | ScopusJCR 2024 | 5.93 | 1 |
| Journal of Innovation in Applied Research | Not listed in our indexing lists | – | 1 |
| International Journal of Pervasive Computing and Communications | ESCIScopusJCR 2024 | 1.17 Q4 | 1 |
| Alexandria Engineering Journal | SCIEScopusJCR 2024 | 9.76 Q1 | 1 |
| IEEE Transactions on Intelligent Transportation Systems | SCIEScopusJCR 2024 | 9.20 Q1 | 1 |
| IEEE Internet of Things Journal | SCIEScopusJCR 2024 | 6.45 Q1 | 1 |
| Energy Reports | SCIEScopusJCR 2024 | 9.83 Q1 | 1 |
| Power System Technology | Not listed in our indexing lists | 0.41 | 1 |
*Impact factor and quartile calculated from OpenAlex open data where available; official Journal Impact Factors are published by Clarivate. Indexing from the SCIE, SSCI, AHCI, ESCI, Scopus and JCR 2024 lists. Find the right journal for your own paper →
05Top 2% scientists
World’s Top 2% scientists in Artificial Intelligence & Image Processing
The Stanford/Elsevier World’s Top 2% Scientists list ranks researchers by a composite citation indicator. Artificial Intelligence & Image Processing is the research subfield closest to Federated Learning (FL) in that list; 10,979 researchers from 94 countries are listed in it.
| Researcher | Institution | Country | World rank |
|---|---|---|---|
| Bengio, Yoshua | Montreal Institute for Learning Algorithms | Canada | 34 |
| Zadeh, Lotfi A. | University of California, Berkeley | United States | 36 |
| Hinton, Geoffrey E. | University of Toronto | Canada | 40 |
| Jain, Anil K. | Michigan State University | United States | 55 |
| Mirjalili, Seyedali | Torrens University Australia | Australia | 86 |
| Xu, Zeshui | Sichuan University | China | 110 |
| Yager, Ronald R. | Iona College | United States | 113 |
| van der Aalst, Wil M.P. | Rheinisch-Westfälische Technische Hochschule Aachen | Germany | 169 |
| Deb, Kalyanmoy | Department of Computer Science | United States | 198 |
| Schmidhuber, Jürgen U. | King Abdullah University of Science and Technology | Saudi Arabia | 230 |
| Girshick, Ross B. | Vercept | India | 297 |
| Yang, Xin She | Middlesex University | United Kingdom | 357 |
Source: Elsevier Data Repository, Ioannidis et al., 2026 edition, citations to the end of 2025 (career-long ranking). ScholarsColab is not affiliated with Stanford University or Elsevier, and the researchers listed are not ScholarsColab mentors unless marked so above.
06Related topics
Topics related to Federated Learning (FL)
Topics that share the most papers with Federated Learning (FL) in our researchers’ work:
- Privacy217 papers · 115 researchers
- Differential Privacy5 papers · 4 researchers
- Healthcare445 papers · 205 researchers
- Internet of Things (IoT)1,334 papers · 356 researchers
- Blockchain437 papers · 151 researchers
- Intrusion Detection252 papers · 86 researchers
- Explainable Artificial Intelligence (XAI)36 papers · 22 researchers
- Artificial Intelligence (AI)1,196 papers · 404 researchers
- Brain Tumor113 papers · 64 researchers
- Wireless Sensor Networks (WSN)344 papers · 126 researchers
07Questions
Frequently asked questions
What do researchers study in Federated Learning (FL)?
In papers by ScholarsColab researchers, Federated Learning (FL) appears most often together with privacy-preserving, detection, privacy, framework, healthcare, network. Work since 2024 focuses most on privacy-preserving, detection, framework, healthcare.
Who works on Federated Learning (FL) research?
65 PhD researchers on ScholarsColab have published on Federated Learning (FL) (112 papers), including Engr. Shaista Ashraf Farooqi, ANNAPPA, APARNA KUMARI. Each has a public profile with their Google Scholar publications, and you can hire them as a mentor or for a research project.
Which journals publish Federated Learning (FL) research?
Our researchers published their Federated Learning (FL) papers in 38 journals, most often in IEEE Transactions on Consumer Electronics, Computing, Concurrency and Computation: Practice and Experience, Scientific Reports. The journal table on this page shows the indexing of each one (SCIE, Scopus, ESCI).
How many research papers on Federated Learning (FL) are on ScholarsColab?
112 papers published between 2021 and 2026, cited 1,385 times in total (median 1 citations per paper). The list updates automatically as researchers join and publish.
Can I hire a PhD expert in Federated Learning (FL) for my thesis or paper?
Yes. Open any researcher profile on this page to see their publications, then post your project or hire them directly. For a paper you have already written, a Manuscript Audit by a reviewer in Federated Learning (FL) shows what to fix before you submit, and Journal Selection shortlists up to five journals that match it.
Need a PhD expert in Federated Learning (FL)?
Hire a researcher who has published on this topic to guide your thesis or project, or get your manuscript audited and matched to the right journal before you submit.
