Beyond Federated Learning: Decentralized Agentic Systems for Self-Evolving Clinical Intelligence.

arXiv:2610.35453v1 Announce Type: new Abstract: Clinical expertise is inherently distributed: it resides not in any single dataset or institution but in the accumulated reasoning experiences of thousands of clinicians navigating diverse patient populations, re