First-order Stochastic Algorithms for Escaping From Saddle Points in Almost Linear Time

Yi Xu, Rong Jin, Tianbao Yang

Neural Information Processing Systems 

To the best of our knowledge, this is the first theoretical result of first-order stochastic algorithms with an almost linear time in terms of problem's

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