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Let p ∈ (0, 1/2], let {∆k}k∈N ⊂ R+, {δk}k∈N ⊂ R+ be two sequences of non-negative numbers satisfying the following condition for all k ∈ N: πk∆k ≤ δk + pγPk i=1αiπi∆i, (55) where αk, πk satisfy eq · 2020

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Stochastic Non-Smooth Convex Optimization with Unbounded Gradients

math.OC · 2026-05-15 · unverdicted · novelty 8.0

Introduces generalized Lipschitz class and shows clipped AdamW outperforms SGD and AdaGrad for stochastic convex optimization under this and related assumptions.

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Stochastic Non-Smooth Convex Optimization with Unbounded Gradients math.OC · 2026-05-15 · unverdicted · none · ref 22
Introduces generalized Lipschitz class and shows clipped AdamW outperforms SGD and AdaGrad for stochastic convex optimization under this and related assumptions.

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