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07/18/2023
Federated Learning for Computationally-Constrained Heterogeneous Devices: A Survey
With an increasing number of smart devices like internet of things (IoT)...
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05/26/2023
Aggregating Capacity in FL through Successive Layer Training for Computationally-Constrained Devices
Federated learning (FL) is usually performed on resource-constrained edg...
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03/10/2022
CoCo-FL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization
Devices participating in federated learning (FL) typically have heteroge...
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12/16/2021
DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems
We study the problem of distributed training of neural networks (NNs) on...
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06/07/2019