Latest Articles for Federated Learning

Discover how automation transforms feature creation while ensuring data privacy.

A look into the fusion of FL and QDSNNs for smarter, private data processing.

Predicting mobile data usage with federated learning ensures efficiency and privacy.

A groundbreaking framework ensuring energy efficiency in Federated Learning for IoT devices.

Learn how Federated Unlearning improves data privacy while training AI models.

A look at strategies for fair play in federated learning.

Discover how LLMs are changing telecommunications while facing challenges with hallucinations.

Hypernetwork Federated Learning offers new ways to protect data privacy in machine learning.

Boosting maize disease detection while preserving data privacy for farmers.

Learn how federated learning transforms traffic predictions while keeping data private.

RHFL+ tackles data noise and model differences in federated learning.

A new approach improves security in federated learning by focusing on client-side defenses.

Learn how exclaves enhance privacy and integrity in federated learning models.

A new approach enhances collaboration in Federated Learning while preserving data privacy.

Hospitals collaborate safely using FedCAR for better medical image generation.

TRAIL enhances federated learning by addressing unreliable clients effectively.

C-FedRAG empowers secure data sharing while ensuring confidentiality across organizations.

A blend of federated learning and fuzzy cognitive maps enhances data privacy and collaboration.

Learn how devices collaborate without sharing personal data.

A new model to enhance cloud data security against malicious users.

FedPIA enhances machine learning while safeguarding sensitive data privacy.

A fresh approach to federated learning that balances privacy and efficiency.

Learn how Split Federated Learning keeps data safe while training smart models.

Learn about DualGFL's impact on data privacy and efficiency.

Federated Learning enables model training while keeping user data private and secure.

Discover how FLAMe enhances fall detection in smart cities while ensuring privacy.

Researchers innovate in automating code review using advanced technology and federated learning.

Innovative models inspired by biology reshape energy-efficient network traffic prediction.

FedDP improves software defect predictions while ensuring data privacy.

FedLEC improves federated learning performance by addressing label skews effectively.

FedGIG tackles privacy risks in graph data training.

Learn how federated learning enhances data privacy during AI model training.

Learn how devices can share knowledge without exposing personal data.

ECoral enhances federated class-incremental learning while ensuring data privacy.

Learn how ConDistFL improves AI model training with sensitive medical data.

A look into federated learning and its role in maintaining privacy while improving data accuracy.

Calibre enhances personalized federated learning with better model performance and fairness.

A new method improves communication in Federated Learning while protecting privacy.

Innovative methods help rural clinics access advanced healthcare solutions.

Federated learning enhances machine learning while keeping data private.