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07/14/2023
Improved Convergence Analysis and SNR Control Strategies for Federated Learning in the Presence of Noise
We propose an improved convergence analysis technique that characterizes...
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05/08/2023
Global Update Tracking: A Decentralized Learning Algorithm for Heterogeneous Data
Decentralized learning enables the training of deep learning models over...
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06/13/2021
DP-NormFedAvg: Normalizing Client Updates for Privacy-Preserving Federated Learning
In this paper, we focus on facilitating differentially private quantized...
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12/07/2020
