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06/18/2019
Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup
Deep neural networks achieve stellar generalisation even when they have ...
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01/25/2019
Generalisation dynamics of online learning in over-parameterised neural networks
Deep neural networks achieve stellar generalisation on a variety of prob...
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03/05/2018
Energy-entropy competition and the effectiveness of stochastic gradient descent in machine learning
Finding parameters that minimise a loss function is at the core of many ...
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10/10/2017