2026-03-30 IMFLKD: an incentive mechanism for decentralized federated learning based on knowledge distillation
2026-03-28 Confidence-calibrated federated graph attention for internet of things agents under latency SLOs
2026-03-27 Stochastic Poisson-embedded privacy framework for federated learning with secure homomorphic encryption in medical AI
2026-03-21 PrivEdge: a hybrid split–federated learning framework for real-time electricity theft detection on edge nodes
2026-02-28 Explainable and secure federated learning for privacy-enhancing skin cancer classification using a lightweight multi-scale CNN
2026-02-27 Privacy-aware deep vein thrombosis segmentation using a multi-model federated learning framework with the federated averaging algorithm
2026-02-27 Combining federated learning and travelling model boosts performance and opens opportunities for digital health equity
2026-02-25 Personalized multi-agent reinforcement learning framework for adaptive chronic disease therapy management
2026-02-22 Federated learning-powered real-time behavioral intrusion detection leveraging LSTM, attention, GANs, and large language models
2026-02-18 Privacy-preserving federated learning with light-weight attention improved CNNs for automated leukemia detection across distributed medical imaging
2026-02-17 AsynDBT: asynchronous distributed bilevel tuning for efficient in-context learning with large language models
2026-02-14 Federated microservices architecture with blockchain for privacy-preserving and scalable healthcare analytics
2026-02-14 Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review
2026-02-12 A new adaptive federated learning approach for privacy preserving UAV anomaly detection under non-IID distributions
2026-02-11 MedLedgerFL: a hybrid blockchain-federated learning framework for secure remote healthcare services
2026-02-10 A federated deep learning approach for SDN security with quantum optimized feature selection and hybrid MSDC net architecture
2026-02-09 Health-FedNet: secure federated learning for chronic disease prediction on MIMIC-III with differential privacy and homomorphic encryption
2026-02-07 DermaGPT a federated multimodal framework with a meta learned trust function for interpretable dermatology diagnostics
2026-02-05 A data privacy protection method for infectious disease prediction models with balanced training speed and accuracy
2026-02-03 Enhancing security in IoMT using federated TinyGAN for lightweight and accurate malware detection
2026-02-02 Blockchain-enabled identity management for IoT: a multi-layered defense against adversarial AI
2026-02-01 Federated learning for heterogeneous electronic health record systems with cost effective participant selection
2026-01-14 Optimizing sepsis mortality prediction using hybrid federated learning and explainable AI framework
2026-01-13 Combining parameter fragmentation and group shuffling to defend against the untrustworthy server in federated learning