Hussein Abdallah, Ibrahim Abdelaziz, et al.
EACL 2026
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.
Hussein Abdallah, Ibrahim Abdelaziz, et al.
EACL 2026
Harman Singh, Poorva Garg, et al.
NeurIPS 2022
Nandana Mihindukulasooriya, Gaetano Rossiello, et al.
ISWC 2020
Sanjeeb Dash, Oktay Günlük
SIAM Journal on Optimization