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- Network Gradient Descent Algorithm for Decentralized Federated Learning Figshare, 2022
- Training Effective Neural Networks on Structured Data with Federated Learning Zenodo (CERN European Organization for Nuclear Research), 2021
- Ecis 2023 - structuring federated learning applications – a literature analysis and taxonomy Figshare, 2023
- Histogram-Optimized CKKS Encrypted Federated XGBoost for Privacy-Preserving Healthcare Analytics Zenodo (CERN European Organization for Nuclear Research), 2026
- "Privacy-Preserving Federated Deep Intrusion Detection for Semantic Communication Networks" IEEE DataPort, 2025
- Synthetic Dataset for Blockchain Federated learning Zenodo (CERN European Organization for Nuclear Research), 2026
- Information Leaks in Federated Learning Zenodo (CERN European Organization for Nuclear Research), 2020
- GreenFedEnv: Code and experimental results for energy-aware federated learning under communication and privacy constraints for IoT sensing Mendeley Data, 2026
- "Dataset Title TPP-FL-CPS: A Dataset for Trustworthy Privacy-Preserving Federated Learning in Cyber-Physical Systems" IEEE DataPort, 2026
- "Strengthening Data Privacy and Security for Internet of Vehicles using Federated Learning and Artificial Intelligence: A SLR" IEEE DataPort, 2025
- "Securing What Privacy Hides: Verifiable Client Execution for Privacy-Preserving Edge Federated Learning" IEEE DataPort, 2026
- Adaptive Privacy-Preserving Federated Learning Framework For Heterogeneous IOT Environments Zenodo (CERN European Organization for Nuclear Research), 2026
- MedSparseFL: Sparse and Privacy-Preserving Federated Learning for Healthcare Applications Figshare, 2026
- PediMS: A Pediatric Multiple Sclerosis Lesion Segmentation Dataset Scientific Data, 2025
- Generative models of MRI-derived neuroimaging features and associated dataset of 18,000 samples Scientific Data, 2024
- A dataset of ambient sensors in a meeting room for activity recognition Scientific Data, 2024
- Comprehensive energy demand and usage data for building automation Scientific Data, 2024
- A multicenter bladder cancer MRI dataset and baseline evaluation of federated learning in clinical application Scientific Data, 2024
- Federated Learning in Education: Enhancing Student Privacy in AI-Based Feedback Mechanisms 2025
- A comprehensive survey on enhanced privacy techniques for federated learning in healthcare systems 2024
- A comprehensive review of federated learning: Methods, applications, and challenges in privacy-preserving collaborative model training CRC Press eBooks, 2024
- Federated learning with blockchain and IOT for secure and privacy-preserving healthcare systems Iterative International Publishers eBooks, 2026
- Privacy-Preserving Federated Learning for Multi-Hospital Patient Data Integration Advances in computational intelligence and robotics book series, 2026
- Introductory Chapter: Federated Learning – Bridging the Gap between Privacy and Collaboration in Machine Learning Artificial intelligence, 2025
- Securing healthcare insights: A deep dive into privacy preserving federated learning CRC Press eBooks, 2025
- Federated Learning for Diabetic Retinopathy: Enhancing Detection with Data Privacy Chapman & Hall/CRC eBooks, 2026
- Security and Privacy in Federated Learning–Based Internet of Medical Things CRC Press eBooks, 2023
- Integrating Machine Learning With Federated Learning for Privacy-Preserving Cyber Threat Detection Advances in computational intelligence and robotics book series, 2026
- Privacy-Preserving Machine Learning on Non-Co-Located Datasets Using Federated Learning CRC Press eBooks, 2024
- Federated Learning and Blockchain Integration for Privacy-Preserving Smart Classrooms IGI Global eBooks, 2026
- Enhancing privacy-preserving AI in mobile keyboards: Federated learning and differential privacy approaches CRC Press eBooks, 2025
- Privacy-preserving Healthcare Informatics using Federated Learning and Blockchain Chapman & Hall/CRC eBooks, 2022
- Blockchain-Driven Federated Learning for Privacy-Preserving Smart Classrooms IGI Global eBooks, 2026
- Federated Learning and Privacy, Challenges, Threat and Attack Models, and Analysis Apple Academic Press eBooks, 2024
- Federated Learning for Privacy-Preserving Healthcare Wearable Security Advances in computational intelligence and robotics book series, 2026
- Privacy-Preserving AI Through Blockchain and Federated Learning CRC Press eBooks, 2026
- Federated Learning for Secure and Privacy-Preserving Medical Diagnostics Advances in computational intelligence and robotics book series, 2025
- Federated learning for privacy-preserving health data analytics Iterative International Publishers eBooks, 2026
- Scalable Federated Learning and Secure Aggregation With Differential Privacy Advances in computational intelligence and robotics book series, 2026
- Federated Learning and Data Privacy in Connected Healthcare Devices 2026
- Poisoning Resilient Federated Learning Under Privacy Constraints Advances in computational intelligence and robotics book series, 2026
- Federated Learning Techniques for Privacy Enhanced Data Mining CRC Press eBooks, 2026
- FedMTL: Privacy-Preserving Federated Multi-Task Learning Frontiers in artificial intelligence and applications, 2024
- Blockchain-Enhanced Federated Learning for Privacy-Preserving Collaboration CRC Press eBooks, 2024
- Safeguarding Privacy Through Federated Machine Learning Techniques Advances in information security, privacy, and ethics book series, 2024
- Privacy-Preserving Computing in the Healthcare Using Federated Learning Advances in marketing, customer relationship management, and e-services book series, 2024
- Privacy Preserved Federated Learning with Optimized Differential Privacy (FL-ODP) CRC Press eBooks, 2025
- PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning Frontiers in artificial intelligence and applications, 2024
- Federated Learning and Privacy-Preserving AI in Healthcare CRC Press eBooks, 2026
- Federated learning: A rescue in machine learning for data privacy preservation CRC Press eBooks, 2023
- Analysis of Privacy Preservation Enhancements in Federated Learning Frameworks River Publishers eBooks, 2023
- Federated Learning Approach to Safeguard User Privacy Advances in healthcare information systems and administration book series, 2024
- Federated Learning for Healthcare Data Privacy and Security Advances in computational intelligence and robotics book series, 2026
- Federated learning for privacy-preserving medical diagnostics 2020
- Privacy-Preserving Federated Learning for Healthcare Data Advances in information security, privacy, and ethics book series, 2023
- Federated Learning for Privacy-Preserving Multimodal AI 2026
- AI in Mental Health Federated Learning and Privacy Advances in healthcare information systems and administration book series, 2024
- Privacy-Preserving Blockchain-Based Federated Learning Springer eBooks, 2026
- Federated Learning and Privacy-Preservation in Healthcare CRC Press eBooks, 2025
- Privacy-Preserving Federated Machine Learning Techniques Advances in information security, privacy, and ethics book series, 2023
- Safeguarding Data Privacy and Security in Federated Learning Systems CRC Press eBooks, 2024
- Federated Learning and Privacy-Preserving Search IGI Global eBooks, 2025
- Federated Learning for Privacy Preservation in Healthcare Advances in healthcare information systems and administration book series, 2024
- Research of Privacy-Preserving in Federated Learning Frontiers in artificial intelligence and applications, 2023
- Security and Privacy in Federated Learning IntechOpen eBooks, 2026
- Privacy Preservation in Federated Learning CRC Press eBooks, 2024
- Privacy in Federated Learning IntechOpen eBooks, 2025
- Federated Morozov Regularization for Shortcut Learning in Privacy Preserving Learning with Watermarked Image Data ACM Multimedia, 2024
- Enhanced Performance and Data Privacy in Lung Nodule Classification via Federated Deep Learning Approach Proceedings of the 2024 7th International Conference on Healthcare Service Management, 2024
- A Novel Cross-organization Privacy Protection Method Based on Federated Learning International Conference Information Management and Management Sciences, 2023
- Privacy-Preserving Online Content Moderation with Federated Learning The Web Conference, 2023
- Credit-based Differential Privacy Stochastic Model Aggregation Algorithm for Robust Federated Learning via Blockchain International Conference on Parallel Processing, 2023
- Differential Privacy in HyperNetworks for Personalized Federated Learning International Conference on Information and Knowledge Management, 2023
- FedAA: Using Non-sensitive Modalities to Improve Federated Learning while Preserving Image Privacy ACM Multimedia, 2023
- Privacy-Preserving Federated Learning via Disentanglement International Conference on Information and Knowledge Management, 2023
- Energy vs Privacy: Estimating the Ecological Impact of Federated Learning Energy-Efficient Computing and Networking, 2023
- Invited Paper: Enhancing Privacy in Federated Learning via Early Exit ApPLIED@PODC, 2023
- Hierarchical Over-the-Air Federated Learning with Differential Privacy WiseML@WiSec, 2023
- Harnessing Sparsification in Federated Learning: A Secure, Efficient, and Differentially Private Realization Conference on Computer and Communications Security, 2025
- RecUP-FL: Reconciling Utility and Privacy in Federated learning via User-configurable Privacy Defense ACM Asia Conference on Computer and Communications Security, 2023
- FedV: Privacy-Preserving Federated Learning over Vertically Partitioned Data AISec@CCS, 2021
- Tackling Noisy Clients in Federated Learning with End-to-end Label Correction International Conference on Information and Knowledge Management, 2024
- FPPFL: FedAVG-based Privacy-Preserving Federated Learning International Conference on Computer Modeling and Simulation, 2023
- Byzantine-Robust Federated Learning over Ring-All-Reduce Distributed Computing The Web Conference, 2025
- Federated Learning for Privacy-aware Cognitive Workload Estimation International Conference on Mobile and Ubiquitous Multimedia, 2023
- FedGeo: Privacy-Preserving User Next Location Prediction with Federated Learning SIGSPATIAL/GIS, 2023
- Personalized Differentially Private Federated Learning without Exposing Privacy Budgets International Conference on Information and Knowledge Management, 2023
- Homomorphic Encryption and Federated Learning based Privacy-Preserving CNN Training: COVID-19 Detection Use-Case European Interdisciplinary Cybersecurity Conference, 2022
- FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Knowledge Discovery and Data Mining, 2023
- FedAds: A Benchmark for Privacy-Preserving CVR Estimation with Vertical Federated Learning Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023
- Turning Privacy-preserving Mechanisms against Federated Learning Conference on Computer and Communications Security, 2023
- Benefits of the Federation? Analyzing the Impact of Fair Federated Learning at the Client Level Conference on Fairness, Accountability and Transparency, 2025
- GuardFGL: Similarity-driven Federated Graph Learning with Adversarial Robustness and Membership Privacy Knowledge Discovery and Data Mining, 2025
- Adaptive Privacy-Budget Federated Ensemble with Meta-Learning and Contrastive Learning for Rare Fraud Detection Proceedings of the 2025 International conference on AI-Driven Business Transformation and Data Science Innovation, 2025
- OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning Knowledge Discovery and Data Mining, 2024
- Practical Federated Recommendation Model Learning Using ORAM with Controlled Privacy International Conference on Architectural Support for Programming Languages and Operating Systems, 2025
- Privacy-Preserving Asynchronous Vertically Federated Learning against Batch Level Label Inference Attacks Proceedings of the 2024 International Conference on Artificial Intelligence of Things and Computing, 2024
- Enhancing Privacy in Federated Learning: A Practical Assessment of Combined PETs in a Cross-Silo Setting Information Hiding and Multimedia Security Workshop, 2024
- A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness and Privacy The Web Conference, 2023
- FedSC: Federated Learning with Semantic-Aware Collaboration Knowledge Discovery and Data Mining, 2025