Optimality of Approximate Inference Algorithms on Stable Instances

Hunter Lang, David A. Sontag, Aravindan Vijayaraghavan

Abstract: Approximate algorithms for structured prediction problems—such as LP relaxations and the popular α-expansion algorithm (Boykov et al. 2001)—typically far exceed their theoretical performance guaran...