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

2026-03-09

Federated spatial-temporal traffic forecasting with VMD-enhanced graph attention and LSTM

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

2026-02-24

A privacy-preserving multi-user retrieval system for multimodal artificial intelligence

2026-02-22

Federated learning-powered real-time behavioral intrusion detection leveraging LSTM, attention, GANs, and large language models

2026-02-20

Preconditioned inexact stochastic ADMM for deep 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

2026-02-09

A scalable and secure federated learning authentication scheme for IoT

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

Federated lung nodule segmentation using a hybrid transformer–U-Net architecture

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

2026-01-13

Secure multi-party test case data generation through generative adversarial networks