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20172022
most citedOptimization for deep learning: theory and algorithms

133 citations · 160 across the 6 of their papers we have counts for

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stat.ML2018

Adding One Neuron Can Eliminate All Bad Local Minima

Shiyu Liang, Ruoyu Sun, Jason D. Lee +1

One of the main difficulties in analyzing neural networks is the non-convexity of the loss function which may have many bad local minima. In this paper, we study the landscape of n…