tractable inference

Dynamic Sum Product Networks for Tractable Inference on Sequence Data PGM 2016 Learning Tractable Multidimensional Bayesian Network Classifiers PGM 2016 The Sum-Product Theorem: A Foundation for Learning Tractable Models ICML 2016 Tractable Operations for Arithmetic Circuits of Probabilistic Models NeurIPS 2016 Tractable Learning for Complex Probability Queries NeurIPS 2015 Learning Sum-Product Networks with Direct and Indirect Variable Interactions ICML 2014 Learning the Structure of Sum-Product Networks ICML 2013 Discriminative Learning of Sum-Product Networks NeurIPS 2012 Evidence-Specific Structures for Rich Tractable CRFs NeurIPS 2010 Learning Efficient Markov Networks NeurIPS 2010 Lifted Inference Seen from the Other Side : The Tractable Features NeurIPS 2010 Sidestepping Intractable Inference with Structured Ensemble Cascades NeurIPS 2010 Learning Bounded Treewidth Bayesian Networks NeurIPS 2008