Zeroth-Order Negative Curvature Finding: Escaping Saddle Points without Gradients

Neural Information Processing Systems 

A recent line of work shows that, by adding uniform random perturbations, first-order (FO) methods can efficiently escape saddle points and converge to SOSP .

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