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Very Deep Convolutional Networks for Large-scale Image Recognition,

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cs.DC 1

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2025 1

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FedOptima: Optimizing Resource Utilization in Federated Learning

cs.DC · 2025-03-10 · unverdicted · novelty 6.0

FedOptima reduces both straggler and dependency idle times in federated learning via layer offloading, asynchronous aggregation, auxiliary networks, and server scheduling, delivering up to 21.8x faster training.

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  • FedOptima: Optimizing Resource Utilization in Federated Learning cs.DC · 2025-03-10 · unverdicted · none · ref 14

    FedOptima reduces both straggler and dependency idle times in federated learning via layer offloading, asynchronous aggregation, auxiliary networks, and server scheduling, delivering up to 21.8x faster training.