Non-convex Finite-Sum Optimization Via SCSG Methods

Lihua Lei, Cheng Ju, Jianbo Chen, Michael I. Jordan

Neural Information Processing Systems 

Moreover, SCSG is never worse than the state-of-the-art methods based on variance reduction and it significantly outperforms them when the target accuracy is low.

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