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ACM Computing Surveys· 2026Q1· Review

A Survey on Foundation Models for Personalized Federated Intelligence

Yu Qiao, Huy Q. Le, Avi Deb Raha, Pham-Tue-Hung Tran et al.

Short summary

This survey introduces Artificial Personalized Intelligence (API) and its core enabler, Personalized Federated Intelligence (PFI), which adapts large Foundation Models (FMs) to individual users while preserving privacy.

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Field: Artificial Intelligence

Artificial IntelligenceComputer Science