Federated Dropout's convergence slowdown is tied to a gamma/(1-gamma) gradient-variance term, and dropout rate and bandwidth can be jointly optimized to shorten training latency.
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Federated Dropout: Convergence Analysis and Resource Allocation
Federated Dropout's convergence slowdown is tied to a gamma/(1-gamma) gradient-variance term, and dropout rate and bandwidth can be jointly optimized to shorten training latency.