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EcoFed: Efficient Communication for DNN Partitioning-Based Federated Learning

EcoFed: Efficient Communication for DNN Partitioning-Based Federated Learning

Efficiently running federated learning (FL) on resource-constrained devices is challenging since they are required to train computationally intensive deep neural networks (DNN) independently. DNN partitioning-based FL (DPFL) has been proposed as one mechanism to accelerate training where the layers of a DNN (or computation) are offloaded from the device to …