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20092026
most citedSGD and Hogwild! Convergence Without the Bounded Gradients Assumption

99 citations · 600 across the 38 of their papers we have counts for

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math.OC2024

Stochastic ISTA/FISTA Adaptive Step Search Algorithms for Convex Composite Optimization

Lam M. Nguyen, Katya Scheinberg, Trang H. Tran

We develop and analyze stochastic variants of ISTA and a full backtracking FISTA algorithms [Beck and Teboulle, 2009, Scheinberg et al., 2014] for composite optimization without th…