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05/25/2022
Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization
We consider the problem of minimizing the sum of two convex functions. O...
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10/21/2021
Towards Noise-adaptive, Problem-adaptive Stochastic Gradient Descent
We design step-size schemes that make stochastic gradient descent (SGD) ...
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02/18/2021
