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20202026
most citedOn the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems

37 citations · 45 across the 5 of their papers we have counts for

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math.OC2026

Achieving Directional-Stationarity from a Single Random Direction Step

Dan Greenstein, Nadav Hallak

This paper addresses the challenge of obtaining strong optimality guarantees in constrained nonsmooth nonconvex optimization under mild regularity conditions, namely local Lipschit…