Adding One Neuron Can Eliminate All Bad Local Minima

SHIYU LIANG, Ruoyu Sun, Jason D. Lee, R. Srikant

Neural Information Processing Systems 

One of the main difficulties in analyzing neural networks is the non-convexity of the loss function which may have many bad local minima.

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