Criterion of NP-hardness for properly posed problems

Let (P)({\cal P}) be a properly posed problem, and let Sc+{\cal S}^+_c denote the positive canonical dual feasible set; write intSc+\operatorname{int}{\cal S}^+_c for its interior. Criterion of NP-hardness. The problem (P)({\cal P}) is NP-hard if and only if

intSc+=.\operatorname{int}{\cal S}^+_c=\emptyset.

This conjecture connects the computational difficulty of the nonconvex problem with the geometry of its canonical dual feasible set. The supplied text attributes the proposal to Gao and collaborators, but gives no resolution, so its status remains open.

Sources & referencesView supporting material

Primary source

David Yang Gao, “On Unified Modeling, Canonical Duality-Triality Theory, Challenges and Breakthrough in Optimization”, arXiv:1605.05534 (2016).

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