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06/22/2021
Asynchronous Stochastic Optimization Robust to Arbitrary Delays
We consider stochastic optimization with delayed gradients where, at eac...
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01/24/2021
An optimal gradient method for smooth (possibly strongly) convex minimization
We present an optimal gradient method for smooth (possibly strongly) con...
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10/04/2019
The Complexity of Finding Stationary Points with Stochastic Gradient Descent
We study the iteration complexity of stochastic gradient descent (SGD) f...
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05/22/2019