federated-learning

Documents about federated-learning

• Understanding Developer Pain Points in Federated Learning: Insights from Stack Overflow and GitHub#394497arXiv CS
• Manual federated simulation for multiple sclerosis integrating XGBoost algorithm with SHAP explanation.#421000NCBI PubMed Central
• FedRings: A Scalable and Topology-Aware Federated Learning Framework for LEO Satellite Constellations#429331arXiv CS
• Federated learning-based multimodal approach for early detection and personalized care in cardiac disease#453811Semantic Scholar
• When Is Shallow Enough? Adaptive Split Federated Learning with Client-Specific Sufficiency Estimation#459621arXiv CS
• PAS-QFL: Personalized Ansatz Selection for Quantum Federated Learning under Client Data Heterogeneity#459634arXiv CS
• Federated Learning Privacy Protection Collaboration Model Based on Improved Cyber Threat Collaborative Analysis Capability#466924Semantic Scholar
• A Survey of Security Strategies in Federated Learning: Defending Models, Data, and Privacy#466925Semantic Scholar
• CALM: Class-wise Agreement and Label-gated Disagreement Modulation for Decentralized Federated Learning#668018arXiv CS
• EFFEKT: Efficient Federated Knowledge Transfer to Foundation Models#668673arXiv (OAI Expanded)
• EFFEKT: Efficient Federated Knowledge Transfer to Foundation Models#670738arXiv (All)
• Edge-FLGuard: A Federated Learning Framework for Real-Time Anomaly Detection in 5G-Enabled IoT Ecosystems#673254Semantic Scholar
• Quantum federated learning: a comprehensive literature review of foundations, challenges, and future directions#673255Semantic Scholar
• FedEHR-Agents: Federated Agentic Optimization for Automated EHR Modeling#779766arXiv (OAI Expanded)
• FedEHR-Agents: Federated Agentic Optimization for Automated EHR Modeling#781141arXiv (All)
• CARVY-FL: Client Anticlustering for Robust Voting in Provably Secure Federated Learning#789213arXiv (OAI Expanded)
• CARVY-FL: Client Anticlustering for Robust Voting in Provably Secure Federated Learning#793217arXiv (All)
• A Federated Learning Universal Calibration for Low-Cost Air Quality Monitoring Networks#823174IRIS
• Client-Side Probing of Deleted Ridge Statistics in Federated Unlearning#927762arXiv (All)
• FedDRAW: Federated Dual Reputation Annealing Weighting for Heterogeneous Multi-Institutional Chest Radiograph Classification#972164arXiv (All)
• FedSubMuon: Communication-Efficient Federated LLM Fine-Tuning via Structured Subspace Muon#973681arXiv (All)
• Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity#984864arXiv (All)
• Personalized Federated Hierarchical Gaussian Processes for Privacy-Preserving Modeling of Heterogeneous Distributed Systems#1013934arXiv (All)
• Beyond Raw Context Transfer: Representation-based Federated Retrieval-Augmented Generation#1036845arXiv (All)
• Federated Learning in Healthcare: From Research to Real-World Deployment.#170804PubMed
• Scheduling Algorithms for the Optimization of Distributed Machine Learning Models on Heterogeneous Resources#226992HAL (France)
• Multi-Task and Federated Learning for Breast and Lung Cancer Screening and Diagnosis: A Survey and Future Research Directions.#315461NCBI PubMed Central
• Cross-Silo Federated Learning for Predicting Successful Mechanical Ventilation Weaning Across 5 Intensive Care Unit Databases: Retrospective Database Analysis.#615791NCBI PubMed Central
• Federated learning explainable deep learning framework for enhanced internet of medical things security#626800Springer Nature OA
• FedeRage: Provably Convergent Agnostic Federated Learning under General Client Drift#1035027arXiv (All)
• Performance of federated versus centralized learning for mammography classification across film-digital domain shift.#946NCBI PubMed Central
• Towards a cybersecure and privacy enhanced smart grid: A blockchain enabled federated learning framework.#1229NCBI PubMed Central
• RELIEF: Turning Missing Modalities into Training Acceleration for Federated Learning on Heterogeneous IoT Edge#2514arXiv CS
• Federated Learning for Healthcare Informatics#15303OpenAlex
• Federated Learning for Efficient Condition Monitoring and Anomaly Detection in Industrial Cyber-Physical Systems#16723Semantic Scholar
• CLAD: A Clustered Label-Agnostic Federated Learning Framework for Joint Anomaly Detection and Attack Classification#160715arXiv CS
• The governance of federated learning: a decision framework for organisational archetypes#163520WIPO
• Federated Machine Learning, Privacy-Enhancing Technologies, and Data Protection Laws in Medical Research: Scoping Review#177244Semantic Scholar
• Data privacy model using blockchain reinforcement federated learning approach for scalable internet of medical things#177252Semantic Scholar
• Trustworthy Privacy-Preserving Hierarchical Ensemble and Federated Learning in Healthcare 4.0 With Blockchain#177294Semantic Scholar
• Federated Learning for Privacy Preservation in Smart Healthcare Systems: A Comprehensive Survey#177296Semantic Scholar
• Privacy-Enhancing Technologies in Federated Learning for the Internet of Healthcare Things: A Survey#177313Semantic Scholar
• FL-IDS: Federated Learning-Based Intrusion Detection System Using Edge Devices for Transportation IoT#177327Semantic Scholar
• Privacy-Aware Energy Consumption Modeling of Connected Battery Electric Vehicles Using Federated Learning#177335Semantic Scholar
• Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification#196248Semantic Scholar
• Heterogeneous Tasks Offloading in Vehicular Edge Computing: A Federated Meta Deep Reinforcement Learning Approach#200447arXiv CS
• Threshold-adaptive pruning with multi-key homomorphic encryption for communication-efficient secure federated learning.#209632NCBI PubMed Central
• FedCritic: Serverless Federated Critic Learning-based Resource Allocation for Multi-Cell OFDMA in 6G#216766arXiv CS
• Supply chain information security sharing technology based on blockchain consensus algorithm and federated learning.#232583NCBI PubMed Central
• PoCQ: Proof of Contribution Quality as a Lightweight Blockchain Consensus for Secure Federated Learning#259423arXiv CS