Abstract: Federated learning is an emerging machine learning paradigm that effectively alleviates the data silo problem by distributing the model training process to multiple data holders. However, ...

Abstract: Deep learning has become a dominant force in artificial intelligence; however, its substantial energy consumption and associated carbon emissions have received relatively little attention.