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20172026
most citedGeneralization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints

53 citations · 109 across the 15 of their papers we have counts for

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math.OC2026

Revisiting the Constant Stepsize Stochastic Approximation with Decision-Dependent Markovian Noise

Hadi Hadavi, Wenlong Mou, Sergey Samsonov +1

We revisit the convergence analysis of constant stepsize stochastic approximation (SA) with decision-dependent Markovian noise, with a focus on characterizing the stationary bias a…