Reviews: Counting the Optimal Solutions in Graphical Models

A solid contribution through a smart formulation to count optimal MAP solutions in graphical models while avoiding to enumerate them. Feedback is satisfactory, even though there were no substantial open questions that would likely change the faith of the manuscript. Techniques are somehow well-known, but the problem is interesting and their application there required some clever work.