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News/Convergence of Steepest Descent and Adam under Non-Uniform Smoothness
arxiv
PublishedJune 1, 2026 at 4:00 AM

Convergence of Steepest Descent and Adam under Non-Uniform Smoothness

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arXiv:2605.30648v1 Announce Type: new Abstract: Recent work has analyzed the convergence of first-order methods under non-uniform smoothness assumptions that better model the loss landscape in machine learning tasks. We generalize this assumption to objectives whose curvature is an affine function o

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