Establish the converse implication between first- and second-order SONC-convexity

Determine whether first-order SONC-convexity implies second-order SONC-convexity for general multivariate polynomials of arbitrary even degree.

Background

The paper introduces first-order SONC-convexity through global SONC nonnegativity of the first-order Taylor remainder and second-order SONC-convexity through SONC membership of the Hessian quadratic form. It proves that second-order SONC-convexity does not imply first-order SONC-convexity in general.

For the converse direction, the paper proves only the special case of one variable and degree four, namely (n,2d)=(1,4)(n,2d)=(1,4). Whether the implication extends to the general multivariate and higher-degree setting is explicitly left unresolved.

References

Thus, the reverse implication holds in this special case, but whether it extends to the general setting remains open and would be an interesting direction for future work.

— A Bounded Degree SOS Plus SONC Hierarchy for Polynomial Optimization  (2609.25954 - Dressler et al., 22 Sep 2026) in Section 4, subsection “Relationship between the two notions”; Conclusion, final paragraph