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05/06/2023
Semi-Asynchronous Federated Edge Learning Mechanism via Over-the-air Computation
Over-the-air Computation (AirComp) has been demonstrated as an effective...
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05/16/2022
Two-Stage Coded Federated Edge Learning: A Dynamic Partial Gradient Coding Perspective
Federated edge learning (FEL) can training a global model from terminal ...
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05/10/2022
Client Selection and Bandwidth Allocation for Federated Learning: An Online Optimization Perspective
Federated learning (FL) can train a global model from clients' local dat...
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05/08/2022
A Multi-User Effective Computation Offloading Mechanism for MEC System: Batched Multi-Armed Bandits Approach
With the development of 5G technology, mobile edge computing (MEC) is be...
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03/12/2021
Auction Based Clustered Federated Learning in Mobile Edge Computing System
In recent years, mobile clients' computing ability and storage capacity ...
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02/21/2021
CFLMEC: Cooperative Federated Learning for Mobile Edge Computing
We investigate a cooperative federated learning framework among devices ...
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05/01/2020
A Parallel Optimal Task Allocation Mechanism for Large-Scale Mobile Edge Computing
We consider the problem of intelligent and efficient task allocation mec...
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03/28/2020
A Cooperative Learning Framework for Resource Management in MEC: An ADMM Perspective
We consider the problem of intelligent and efficient resource management...
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03/26/2020