Mona G. Flores

Do Gradient Inversion Attacks Make Federated Learning Unsafe?

2023 · IEEE Transactions on Medical Imaging

Federated learning (FL) allows the collaborative training of AI models without needing to share raw data. This capability makes it especially interesting for healthcare applications where patient and data privacy is of utmost concern. However, …

A large language model for electronic health records

2022 · npj Digital Medicine

There is an increasing interest in developing artificial intelligence (AI) systems to process and interpret electronic health records (EHRs). Natural language processing (NLP) powered by pretrained language models is the key technology for medical AI …