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20222026
most citedBias and Extrapolation in Markovian Linear Stochastic Approximation with Constant Stepsizes

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stat.ML2025

A Piecewise Lyapunov Analysis of Sub-quadratic SGD: Applications to Robust and Quantile Regression

Yixuan Zhang, Dongyan Huo, Yudong Chen +1

Motivated by robust and quantile regression problems, we investigate the stochastic gradient descent (SGD) algorithm for minimizing an objective function that is locally strong…