Ahmet Alacaoglu

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We analyze the adaptive first order algorithm AMSGrad, for solving a constrained stochastic optimization problem with a weakly convex objective. We prove the

\tilde O(t^{-1/2})

rate of convergence f

2021

Ahmet Alacaoglu

On The Convergence Of Stochastic Primal-Dual Hybrid Gradient

Adaptation in Stochastic Algorithms: From Nonsmooth Optimization to Min-Max Problems and Beyond

On The Convergence Of Stochastic Primal-Dual Hybrid Gradient

Adaptation in Stochastic Algorithms: From Nonsmooth Optimization to Min-Max Problems and Beyond