Vasileios Kalantzis, Georgios Kollias, et al.
ICML 2021
Binary polynomial optimization is equivalent to the problem of minimizing a linear function over the intersection of the multilinear set with a polyhedron. Many families of valid inequalities for the multilinear set are available in the literature, though giving a polyhedral characterization of the convex hull is not tractable in general as binary polynomial optimization is NP-hard. In this paper, we study the cardinality constrained multilinear set in the special case when the number of monomials is exactly two. We give an extended formulation, with two more auxiliary variables and exponentially many inequalities, of the convex hull of solutions of the standard linearization of this problem. We also show that the separation problem can be solved efficiently.
Vasileios Kalantzis, Georgios Kollias, et al.
ICML 2021
Oktie Hassanzadeh, Parul Awasthy, et al.
ISWC 2022
Sanjeeb Dash, Oktay Günlük
Mathematical Programming
Soumyadip Ghosh, Yingdong Lu, et al.
Physica D: Nonlinear Phenomena