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20232026
most citedHigh Probability Convergence of Adam Under Unbounded Gradients and Affine Variance Noise

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math.OC2026

Convergence Analysis of Nesterov's Accelerated Gradient Descent under Relaxed Assumptions

Chenhao Yu, Junhong Lin

We study convergence rates of Nesterov's Accelerated Gradient Descent (NAG) method for convex optimization in both deterministic and stochastic settings. We focus on a more general…