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20202025
most citedNon-Asymptotic Analysis of Stochastic Approximation Algorithms for Streaming Data

4 citations · 8 across the 9 of their papers we have counts for

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cs.LG2022

Learning from time-dependent streaming data with online stochastic algorithms

Antoine Godichon-Baggioni, Nicklas Werge, Olivier Wintenberger

This paper addresses stochastic optimization in a streaming setting with time-dependent and biased gradient estimates. We analyze several first-order methods, including Stochastic…