Hong Yuan

Differentially Private Federated Learning: A Systematic Review

2024 · arXiv (Cornell University)

In recent years, privacy and security concerns in machine learning have promoted trusted federated learning to the forefront of research. Differential privacy has emerged as the de facto standard for privacy protection in federated learning …

Development and validation of deep learning models for qualitative classification of benign and malignant enlarged cervical lymph nodes based on ultrasound images

2025 · Gland Surgery

Background: Enlargement of cervical lymph nodes (CLNs) is a common clinical response to lesions in the neck as well as in other parts of the body. Accurate qualitative diagnosis of lymph nodes can provide important …