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ACM Computing Surveys· 2026Q1· Review

A Survey of What to Share in Federated Learning: Perspectives on Model Utility, Privacy Leakage, and Communication Efficiency

Jiawei Shao, Zijian Li, Wenqiang Sun, Tailin Zhou et al.

Short summary

This survey introduces a new taxonomy for federated learning (FL) by categorizing methods based on whether they share models, synthetic data, or knowledge, offering a novel perspective on FL research.

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Field: Artificial Intelligence

Artificial IntelligenceComputer Science