Loss landscape Characterization of Neural Networks without Over-Parametrization

Neural Information Processing Systems 

In order to address this limitation, we propose a novel class of functions that can characterize the loss landscape of modern deep models without requiring extensive over-parametrization and can also include saddle points.

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