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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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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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12/06/2022
CDOpt: A Python Package for a Class of Riemannian Optimization
Optimization over the embedded submanifold defined by constraints c(x) =...
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10/08/2019