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cs.LG2024
Embedding Byzantine Fault Tolerance into Federated Learning via Consistency Scoring
Youngjoon Lee, Jinu Gong, Joonhyuk Kang
Given sufficient data from multiple edge devices, federated learning (FL) enables training a shared model without transmitting private data to the central server. However, FL is ge…
cs.LG2024
Generative AI-Powered Plugin for Robust Federated Learning in Heterogeneous IoT Networks
Youngjoon Lee, Jinu Gong, Joonhyuk Kang
Federated learning enables edge devices to collaboratively train a global model while maintaining data privacy by keeping data localized. However, the Non-IID nature of data distri…