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Yu-Ning Yang

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Preprint Aug 2026

Optimal Parameter-Free Gradient Minimization in $\ell_p$ Geometry

We study the first-order oracle complexity of finding a queried point with small gradient in $\ell_p$ geometry, with particular attention to the information needed to adapt the unknown smoothness and distance scales. In the strict counted local value--gradient model, no finite complexity bound can depend only on $LR/\e...

Shu-Tai Yang, Yu-Ning Yang · 0 citations