40 citations · 137 across the 19 of their papers we have counts for
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cs.LG2018★ 1 cited
Introducing Noise in Decentralized Training of Neural Networks
Linara Adilova, Nathalie Paul, Peter Schlicht
It has been shown that injecting noise into the neural network weights during the training process leads to a better generalization of the resulting model. Noise injection in the d…
cs.LG2018
Efficient Decentralized Deep Learning by Dynamic Model Averaging
Michael Kamp, Linara Adilova, Joachim Sicking +4
We propose an efficient protocol for decentralized training of deep neural networks from distributed data sources. The proposed protocol allows to handle different phases of model…