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math.OC2026
Descent--Ascent Structure of Uniform Nondegeneracy
Hua Su, Lei Zhang, Jin Zhao
Classical models such as smooth strongly convex minimization and strongly convex--strongly concave optimization combine two types of curvature information: curvature remains unifor…
math.OC2026
First-Order Optimization under Uniform Nondegeneracy: Geometry, Computation, and Information
Hua Su, Lei Zhang, Jin Zhao
Strongly convex minimization and its natural indefinite extension to strongly convex--strongly concave minimax problems combine quantitative control of curvature with a prescribed…