We study asynchronous federated learning mechanisms with nodes having potentially different
computational speeds. In such an environment, each node is allowed to work on models …

In this paper, we propose a new centralized Federated Learning (FL) for training Deep Neural
Networks (DNNs) in resource-constrained environments. Despite its popularity, federated …

Sierra Club, and a science writer whose range extended to include philosophical and
nature writing. Appealing to both popular and professional audiences, he addressed a wide …

… et Mme Louis Leconte avaient conduit leur neveu à Rennes et l'avaient installé au n 4 de la
rue des Carmes. Ce n'était pas précisément le quartier « le plus sain et le mieux situé » de la …

Over the past few years, software applications for medical assistance, including tele-rehabilitation,
have known an increasing presence in the health arena. Despite the several …

J oseph sity Sierra professor, LeConte Club, and a was charter a science a scientist, member
writer a univerwhose of the range extended to include philosophical and nature writing. …

In this paper, we develop a new algorithm, Annealed Skewed SGD-AskewSGD-for training
deep neural networks (DNNs) with quantized weights. First, we formulate the training of …

In recent years, the software applications for medical assistance, including the tele-rehabilitation,
have known a high and a continuous presence in the medical area. The ePHoRt is a …

“Intelligent” devices and tools are gradually becoming the standard, as the implementation
of algorithms based on artificial neural networks is experiencing widespread development. …

In this paper, we propose a novel centralized Asynchronous Federated Learning (FL)
framework, FAVANO for training Deep Neural Networks (DNNs) in resource-constrained …