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most citedHigh Probability Convergence of Adam Under Unbounded Gradients and Affine Variance Noise

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math.OC2025

Convergence Analysis of Stochastic Accelerated Gradient Methods for Generalized Smooth Optimizations

Chenhao Yu, Yusu Hong, Junhong Lin

We investigate the Randomized Stochastic Accelerated Gradient (RSAG) method, utilizing either constant or adaptive step sizes, for stochastic optimization problems with generalized…