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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…