federated-learning

Documents about federated-learning

• FedDriftGuard adaptive federated learning with differential privacy for concept drift in edge environments.#338732NCBI PubMed Central
• RP-IoMT: A Robust and Provable Framework for Federated Learning Privacy-Preserving Intelligence in Healthcare IoMT#341889Semantic Scholar
• A Hybrid Federated Learning Framework for Privacy-Preserving Near-Real-Time Intrusion Detection in IoT Environments#341896Semantic Scholar
• Advances in Federated Learning: Applications and Challenges in Smart Building Environments and Beyond#341907Semantic Scholar
• Decentralized and robust privacy-preserving model using blockchain-enabled Federated Deep Learning in intelligent enterprises#341909Semantic Scholar
• FedHSFV: Federated Learning for Finger Vein Recognition via Hierarchical Decoupling and Subspace Metric.#368377NCBI PubMed Central
• Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks#373344arXiv CS
• Lessons from federated networks for implementing the European health data space. Empirical study.#402647NCBI PubMed Central
• Robust Unsupervised Network Intrusion Detection via Federated Learning with Selective Aggregation under Anomalous Sample Contamination#410993arXiv CS
• Privacy-Preserving and Optimization Approaches for Next- Generation Industrial Systems#419271RI UFPE
• Achieving Lossless Gradient Sparsification via Mapping to Alternative Space in Federated Learning#433626KOASAS: KAIST Open Access Self-Archiving System
• Privacy preservation in diabetic disease prediction using federated learning based on efficient cross stage recurrent model#447730Semantic Scholar
• TeleZK-FL: enabling trustless and verifiable remote patient monitoring via quantized zero-knowledge federated learning.#472703NCBI PubMed Central
• Federated Self-Supervised Modulation Classification under Non-IID and Imbalanced Data#609824arXiv (All)
• Fused federated learning framework for secure and decentralized patient monitoring in healthcare 5.0 using IoMT#618169Semantic Scholar
• Federated Learning for Privacy-Preserving Cybersecurity: A Review on Secure Threat Detection#671991OpenAlex
• Accelerating Sharded Data Parallelism at Scale with Federated Learning#1034123arXiv (All)
• FedSWA: Improving Generalization in Federated Learning with Highly Heterogeneous Data via Momentum-Based Stochastic Controlled Weight Averaging#153107arXiv (OAI)
• FedRef: Bayesian Fine-Tuning using a Reference Model to Mitigate Catastrophic Forgetting for Heterogeneous Federated Learning#173320arXiv (OAI)
• PrivEdge: a hybrid split-federated learning framework for real-time electricity theft detection on edge nodes.#1185NCBI PubMed Central
• Federated CT foundation models for multi-center detection of lymph node metastasis in pancreatic cancer.#3919NCBI PubMed Central
• Evaluating Differential Privacy Against Membership Inference in Federated Learning: Insights from the NIST Genomics Red Team Challenge#13013arXiv CS
• Evaluating Differential Privacy Against Membership Inference in Federated Learning: Insights from the NIST Genomics Red Team Challenge#13984arXiv CS
• Cross-language hotel review sentiment analysis via multi-agent federated learning with heterogeneous graph attention networks.#30601NCBI PubMed Central
• Next-Generation Mobile Banking Security: Federated Machine Learning and Post-Quantum Cryptographic Integration for Real-Time Threat Mitigation#119759PhilArchive
• LADSG: Label-Anonymized Distillation and Similar Gradient Substitution for Label Privacy in Vertical Federated Learning#139179arXiv (OAI)
• AP-PPFL: an anti-poisoning privacy-preserving federated learning method#142736Springer Nature OA
• Federated learning and Data Lakehouse for healthcare analytics: a knowledge transfer initiative between Germany and Tunisia.#156970NCBI PubMed Central
• A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection#177250Semantic Scholar
• Federated learning with hybrid differential privacy for secure and reliable cross‐IoT platform knowledge sharing#177259Semantic Scholar
• Efficient differential privacy enabled federated learning model for detecting COVID-19 disease using chest X-ray images#177265Semantic Scholar
• Symmetry in Privacy-Based Healthcare: A Review of Skin Cancer Detection and Classification Using Federated Learning#177315Semantic Scholar
• A Fully Privacy-Preserving Solution for Anomaly Detection in IoT using Federated Learning and Homomorphic Encryption#177334Semantic Scholar
• Quantum federated learning for autonomous vehicle cybersecurity: An analytical review of architectures and threat landscapes.#281021NCBI PubMed Central
• Federated learning for cardiovascular disease prediction: a systematic review of clinical applications, validation, and translation readiness.#305173NCBI PubMed Central
• HybridTrust: on-device federated learning with crypto-agile security for legacy and quantum-safe medical devices.#312498NCBI PubMed Central
• Federated learning-driven intelligent framework for multi-center radiotherapy dose distribution prediction oriented toward linear accelerators.#327011NCBI PubMed Central
• A Review on Federated Learning Architectures for Privacy-Preserving AI: Lightweight and Secure Cloud–Edge–End Collaboration#341892Semantic Scholar
• A privacy-enhanced framework for collaborative Big Data analysis in healthcare using adaptive federated learning aggregation#341897Semantic Scholar
• Resource-efficient federated machine unlearning via evolutionary synaptic pruning for cloud-based distributed learning systems.#381080NCBI PubMed Central
• Exploring privacy mechanisms and metrics in federated learning#400574OpenAlex
• Advancing Privacy-Preserving Health Care Analytics and Implementation of the Personal Health Train: Federated Deep Learning Study#419785Semantic Scholar
• An intelligent cloud firewall framework for multi-cloud security using lstm anomaly detection and federated learning.#434068NCBI PubMed Central
• Improving IoT security through an explainable hybrid CNN-transformer model and federated learning.#437246NCBI PubMed Central
• FedLBW: A Loss-Based Weighting Strategy for Federated Learning on Non-IID Data in Wireless Networks#440336arXiv CS
• A Blockchain-Assisted Federated Learning Framework for Secure and Self-Optimizing Digital Twins in Industrial IoT#466926Semantic Scholar
• RETRACTED ARTICLE: Sentimental analysis based federated learning privacy detection in fake web recommendations using blockchain model#479901Semantic Scholar
• Adaptive federated learning with differential privacy for multi-class respiratory disease recognition from lung sound recordings.#671089NCBI PubMed Central
• Distributed cross-learning for equitable federated models - privacy-preserving prediction on data from five California hospitals#673250Semantic Scholar
• Federated learning for privacy-preserving depression detection with multilingual language models in social media posts#673252Semantic Scholar