federated-learning

Documents about federated-learning

• Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation#303021Semantic Scholar
• Privacy-Preserving Federated Deep Learning for Robust Anomaly Detection in Distributed Security Sensing Systems.#317913NCBI PubMed Central
• Federated Learning in Healthcare: A Bibliometric Analysis of Privacy, Security, and Adversarial Threats (2021-2024)#341895Semantic Scholar
• Secure and Transparent Banking: Explainable AI-Driven Federated Learning Model for Financial Fraud Detection#341901Semantic Scholar
• Federated multimodal learning for privacy-preserving blood donor profiling and personalized recall strategy optimization.#358449NCBI PubMed Central
• FBID: Adaptive Personalized Federated Learning for Robust Out-of-Distribution Attack Detection in IoT Networks#429291arXiv CS
• FedTransKD-IDS: Robust Federated Transfer Learning with Knowledge Distillation for Intrusion Detection in IoT#440329arXiv CS
• Blockchain-enabled federated learning with edge analytics for secure and efficient electronic health records management#447731Semantic Scholar
• FDA-Opt: Federated Fine-Tuning via Dynamic Update Schedules#609785arXiv (All)
• Privacy-Preserving Decentralized Federated Learning via Explainable Adaptive Differential Privacy#611349arXiv (OAI Expanded)
• Privacy-Preserving Decentralized Federated Learning via Explainable Adaptive Differential Privacy#612826arXiv (All)
• Adaptive Heterogeneous Compression for Resource-Efficient Federated Knowledge Distillation#616309arXiv (OAI Expanded)
• Adaptive Heterogeneous Compression for Resource-Efficient Federated Knowledge Distillation#616809arXiv (All)
• When Topology Betrays Privacy: Lattice-Based Reconstruction Attacks on Secure Aggregation in Decentralized Federated Learning#667897arXiv CS
• SeaCausal-FL: Federated Fuzzy Causal Learning for Maritime IoT Fault Diagnosis and Counterfactual Reasoning#667959arXiv CS
• Constrained Bayesian Optimization for Hierarchical Federated Learning in IoT Networks for Plant Disease Classification#668002arXiv CS
• GUIDE: Enhancing Gradient Inversion Attacks in Federated Learning with Denoising Models#668342arXiv (OAI Expanded)
• GUIDE: Enhancing Gradient Inversion Attacks in Federated Learning with Denoising Models#670407arXiv (All)
• FedraTrees: a novel computation-communication efficient federated learning framework investigated in smart grids#684852Enlighten Publications
• SecureTrust-FL: trust-aware privacy-preserving federated learning for network intrusion detection.#685916NCBI PubMed Central
• Breaking the Structural Identity: Personalized Federated LoRA Fine-tuning under Rank Heterogeneity#820056arXiv (All)
• Joint Optimization for Federated Learning and Transmission over Unreliable Wireless Networks with Heterogeneous Data#919363arXiv CS
• Task-oriented Framework for Communication-Efficient Federated Learning: From Isolated Optimization to Holistic Synergy#974637arXiv (All)
• Robust Decentralized Federated Distillation via Multi-Modality Knowledge Collaboration#975283arXiv (All)
• Multi-center Medical Data Mining with FL-Net - A One-stop Shop for Federated Learning#978346arXiv CS
• Compression and federated learning: an approach to frugal machine learning. (Compression et apprentissage fédéré: une approche pour l'apprentissage machine frugal).#489533DBLP
• Mitigating client heterogeneity in federated learning: a reinforcement learning approach for efficient client selection#1055327Springer Nature OA
• Risk prediction in IgA nephropathy: from conventional models to machine learning, deep learning, and precision nephrology#4655Europe PMC
• A Fog-Based Privacy-Preserving Federated Learning System for Smart Healthcare Applications#316326OpenAlex
• Preserving User Privacy for Machine Learning: Local Differential Privacy or Federated Machine Learning?#400385OpenAlex
• Personalized Federated Reinforcement Learning via Model-Agnostic Meta-Learning: Convergence of Exact and Hessian-Free Meta-Policy Gradients#1037516arXiv (All)
• Federated Learning for MRI-based BrainAGE: a multicenter study on post-stroke functional outcome prediction#799864arXiv (All)
• Privacy-Preserving Topology-Guided Safety for LLM-Based Multi-Agent Systems via Federated Graph Learning#921112arXiv (OAI Expanded)
• Differentially private federated learning with Byzantine-robust aggregation: A cross-domain framework for secure model training in banking and healthcare systems#921195arXiv (OAI Expanded)
• Privacy-Preserving Topology-Guided Safety for LLM-Based Multi-Agent Systems via Federated Graph Learning#925348arXiv (All)
• Differentially private federated learning with Byzantine-robust aggregation: A cross-domain framework for secure model training in banking and healthcare systems#925431arXiv (All)
• Federated Learning for Surgical Vision in Appendicitis Classification: Results of the FedSurg EndoVis 2024 Challenge#998029arXiv (All)
• Stochastic Poisson-embedded privacy framework for federated learning with secure homomorphic encryption in medical AI.#1157NCBI PubMed Central
• An Adaptive Blockchain Framework for Federated IoMT with Reinforcement Learning-Based Consensus and Resource Forecasting.#1218NCBI PubMed Central
• Cooperate to Compete: Strategic Data Generation and Incentivization Framework for Coopetitive Cross-Silo Federated Learning#18984arXiv CS
• Federated Learning Performance Depends on Site Variation in Global HIV Data Consortia#135510Unpaywall
• Toward Resilient 5G Networks: Comparative Analysis of Federated and Centralized Learning for RF Jamming Detection#155216arXiv CS
• Enhancing Brain Tumor Segmentation Accuracy through Scalable Federated Learning with Advanced Data Privacy and Security Measures#177280Semantic Scholar
• Share Your Representation Only: Guaranteed Improvement of the Privacy-Utility Tradeoff in Federated Learning#177320Semantic Scholar
• XAI FL-IDS: A Federated Learning and SHAP-Based Explainable Framework for Distributed Intrusion Detection Systems#204718arXiv CS
• Integrating AI-blockchain framework with Spider Monkey Federated Extreme Learning for enhanced healthcare data protection.#232582NCBI PubMed Central
• Privacy-Aware Anomaly Detection in IoT Environments using FedGroup: A Group-Based Federated Learning Approach#234099Semantic Scholar
• A Methodology to Assess Power Modeling in Energy-Aware Federated Learning on Heterogeneous Mobile Devices#238585arXiv CS
• Securing the Future of IoMT in the Post-Quantum Era: An Edge-Native Federated Learning Approach#271688arXiv CS
• Zero knowledge verifiable, semi asynchronous federated learning for trajectory prediction on permissioned blockchain.#275730NCBI PubMed Central