A Survey on Foundation Models for Personalized Federated Intelligence

In three linesSurvey on integrating foundation models (LLMs, Gemini, Grok) with federated learning to enable artificial personalized intelligence (API). Proposes personalized federated intelligence (PFI) paradigm combining privacy, generalization, and edge personalization, trustworthy adaptation, and refinement via retrieval-augmented generation.

Summary generated by Claude — human-verified