
One-shot federated learning AI technology model structure. Credit: Medical Image Analysis (2025). DOI: 10.1016/j.media.2025.103714 A research team has developed a new one-shot federated learning artificial intelligence (AI) technique that enables efficient training of large-scale models without sharing personal information. This research outcome is extremely significant, as it demonstrates that privacy protection, learning efficiency, and model performance