Belief propagation simplificationExplores simplifying belief propagation equations for pairwise models, reducing computational complexity from order n cubed to order n.
Learning from Probabilistic ModelsDelves into challenges of learning from probabilistic models, covering computational complexity, data reconstruction, and statistical gaps.
