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20232026
most citedAccelerated Zeroth-order Method for Non-Smooth Stochastic Convex Optimization Problem with Infinite Variance

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math.OC2026

Gradient Descent's Last Iterate is Often (slightly) Suboptimal

Guy Kornowski, Ohad Shamir

We consider the well-studied setting of minimizing a convex Lipschitz function using either gradient descent (GD) or its stochastic variant (SGD), and examine the last iterate conv…