2 results for "Weiwei Lin"
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Journal Article Full text
SAFA: A Semi-Asynchronous Protocol for Fast Federated Learning With Low Overhead
Federated learning (FL) has attracted increasing attention as a promising approach to driving a vast number of end devices with artificial intelligence. However, it is very challenging to guarantee the efficiency of FL considering the unreliable nature of end devices while the cost of device-server…
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Journal Article Full text
An Efficiency-Boosting Client Selection Scheme for Federated Learning With Fairness Guarantee
The issue of potential privacy leakage during centralized AI's model training has drawn intensive concern from the public. A Parallel and Distributed Computing (or PDC) scheme, termed Federated Learning (FL), has emerged as a new paradigm to cope with the privacy issue by allowing clients to…