Building a trustworthy and effective healthcare AI ecosystem requires a scheme that embodies fairness, communication-efficient characteristics, and enhanced privacy protection. Here, the authors develop a framework for healthcare institutions with varying resources to fairly collaborate on AI training while protecting patient privacy, ensuring equitable access to high-quality medical AI regardless of resource constraints.
- Feilong Zhang
- Deming Zhai
- Xianming Liu
