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07/19/2023
Convergence Guarantees for Stochastic Subgradient Methods in Nonsmooth Nonconvex Optimization
In this paper, we investigate the convergence properties of the stochast...
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06/26/2023
Nonconvex Stochastic Bregman Proximal Gradient Method with Application to Deep Learning
The widely used stochastic gradient methods for minimizing nonconvex com...
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05/06/2023
Adam-family Methods for Nonsmooth Optimization with Convergence Guarantees
In this paper, we present a comprehensive study on the convergence prope...
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10/22/2020
