A new framework tackles unlearning challenges in decentralized machine learning environments.
― 6 min read
Cutting edge science explained simply
A new framework tackles unlearning challenges in decentralized machine learning environments.
― 6 min read
A new method enhances the use of large language models on mobile devices.
― 5 min read
FAM enhances AI model training while maintaining patient data privacy.
― 5 min read
A new method improves pose estimation using only target domain data.
― 5 min read
Explore strategies for ensuring data privacy in various fields.
― 6 min read
New techniques improve disease diagnosis while ensuring patient privacy.
― 5 min read
Discover how federated learning optimizes data training while maintaining privacy.
― 5 min read
Exploring the imperfect shuffle model for enhanced data privacy.
― 7 min read
Examining privacy risks in federated learning and the need for improved defenses.
― 5 min read
Zeal enhances data protection while simplifying sharing and storage.
― 4 min read
Generative AI is transforming medical imaging with new data generation techniques.
― 5 min read
Examining hidden data concerns in machine learning models and their security implications.
― 7 min read
A new approach personalizes model training while protecting data privacy.
― 5 min read
Ensuring equitable suggestions in recommendation systems for all users.
― 7 min read
New detailed Wikipedia pageview statistics released using privacy measures.
― 6 min read
Exploring the importance and challenges of pseudonymization in research data sharing.
― 4 min read
A look at combining split learning and encryption for better data privacy.
― 6 min read
Exploring the dangers of image hijacks affecting vision-language models.
― 6 min read
Exploring the ethical implications of AI in healthcare and the need for fairness.
― 5 min read
Exploring the use of deep learning in blockchain consensus mechanisms.
― 6 min read
Learn how federated analysis keeps medical data secure while offering insights.
― 8 min read
A study on user choices regarding data privacy and cookie consent.
― 8 min read
New framework links Client Drift and Catastrophic Forgetting for better model performance.
― 7 min read
FedLADA improves model training speed and accuracy while ensuring data privacy.
― 4 min read
Federated learning improves AI while safeguarding data privacy across devices.
― 5 min read
A new method enhances machine learning for medical imaging while protecting patient privacy.
― 6 min read
This paper discusses machine unlearning and its connection to differential privacy.
― 9 min read
Equitable-FL enables efficient federated learning in devices with varied resources.
― 5 min read
Discover how Local Differential Privacy protects user data while enabling analysis.
― 7 min read
Exploring the rise of decentralized language models and their benefits over centralized systems.
― 8 min read
FedSecure speeds up satellite data analysis while ensuring privacy and security.
― 5 min read
FCCA improves model accuracy while ensuring user privacy in federated learning.
― 6 min read
A look at how federated learning and model pruning enhance wireless network performance.
― 7 min read
LDP-Auditor framework estimates privacy loss in Local Differential Privacy methods.
― 6 min read
Federated Learning improves speech recognition while keeping user data private.
― 5 min read
A new approach balances privacy and performance in GNN training.
― 7 min read
A new protocol aims to enhance privacy in card transactions.
― 5 min read
This article explores a method to enhance federated learning with efficient communication.
― 5 min read
This method improves brain disorder detection while keeping patient data secure.
― 5 min read
EdgeFL simplifies federated learning while ensuring data privacy and efficiency.
― 7 min read