Browsing Auburn Theses and Dissertations by Author "Xu, Hairuo"

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Security and Privacy in Federated Learning with Non-IID Data: Knowledge Deception, Concealment, and Multi-Perspective Defenses

Xu, Hairuo (2025-11-25) ETD File Embargoed

Federated learning (FL) enables collaborative model training across decentralized data silos without direct data sharing, providing significant privacy advantages. However, its distributed nature also makes it vulnerable ...