On the Functoriality of Belief Propagation Algorithms on finite Partially Ordered Sets

Grégoire Sergeant-Perthuis, Toby St Clere Smithe, Léo Boitel

Undirected graphical models are a widely used class of probabilistic models in machine learning that capture prior knowledge or putative pairwise interactions between variables. Th…