Fig 1. the architecture of federated retrieval
Recent research focuses on privacy-preserving vector retrieval in federated environments, adopting a prediction-driven dynamic resource allocation strategy to improve efficiency while maintaining security, and demonstrating strong potential in sensitive domains such as healthcare and finance.