Browsing by Subject "deep convolutional neural networks"

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FedDCT: Federated Learning of Large Convolutional Neural Networks on Resource-Constrained Devices Using Divide and Collaborative Training

Nguyen, Quan; Pham, Hieu H.; Nguyen, Phi Le; Wong, Kok-Seng; Nguyen, Truong Thao; Do, Minh N. (2024-01)

In Federated Learning (FL), the size of local models matters. On the one hand, it is logical to use large-capacity neural networks in pursuit of high performance. On the other hand, deep convolutional neural networks (CNNs) ...