Optimal approximation for unconstrained non-submodular minimization

Marwa El Halabi, Stefanie Jegelka

Abstract: Submodular function minimization is well studied, and existing algorithms solve it exactly or up to arbitrary accuracy. However, in many applications, such as structured sparse learning or batch Ba...