Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup

Sebastian Goldt, Madhu Advani, Andrew M. Saxe, Florent Krzakala, Lenka Zdeborová

Neural Information Processing Systems 

Deep neural networks behind state-of-the-art results in image classification and other domains have one thing in common: their size.

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