works on
adaptive convergence 1bundle-level methods 1convex optimization 1first-order methods 1parameter-free algorithms 1

From the 1 of 1 linked paper with an AI index.

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1 paper

math.OC2026

Optimal Parameter-Free First-Order Methods for Convex Optimization with Unknown Growth and Smoothness

Liwei Jiang, Ke Tang, Zhe Zhang

The paper introduces parameter-free first-order optimization methods that automatically adapt to unknown smoothness and growth properties of convex functions, achieving optimal con…