FedReady: Bounded Agents for Federation Formation

In 30 Sekunden

Was passiert ist

FedReady automates federation formation for federated learning using bounded LLM agents to discover eligible sites, prepare data, and generate task code before training.

Warum es zählt

Matters for engineers deploying federated learning across multiple healthcare or research sites where manual preparation of participating nodes is time-consuming and error-prone.

Achtung

System tested on simulated retinal sites with modest precision; real-world performance across diverse infrastructure and data formats remains unvalidated beyond the controlled evaluation.