Search results with tag "Federated learn ing"

SCAFFOLD: Stochastic Controlled Averaging for Federated ...

Federated learning has emerged as an important paradigm in modern large-scale machine learning. Unlike in tradi-tional centralized learning where models are trained using large datasets stored in a central server (Dean et al.,2012; Iandola et al.,2016;Goyal et al.,2017), in federated learn-ing, the training data remains distributed over a large ...

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