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General existence of an invex-to-convex homotopy preserving the minimizer

Determine whether, in general, there exists a homotopy from a coercive invex function on R^n to a convex function that preserves the same global minimizer throughout the homotopy.

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Background

Example 3.2 exhibits an explicit homotopy on R that transforms a specific coercive invex function to a convex one while preserving the global minimizer.

The authors note that, beyond special cases and the situations covered by their semiflow-based result (which ensures a continuous Lyapunov-function homotopy for GAS equilibria), the general existence of such invex-to-convex homotopies remains unsettled.

References

However, to the best of our knowledge, the mere existence of such a homotopy is still an open problem, in general.

Asymptotic stability equals exponential stability -- while you twist your eyes (2411.03277 - Jongeneel, 5 Nov 2024) in Example: Homotopy from invexity to convexity